The data processed in this notebook came frome a set of python scripts using kafka. Three producres where run against the follow Web API's.
Washington State Department of Transportation (WSDOT) Traffic Travel Times
Yahoo Weather, via Yahoo Query Language (YQL)
Further Web API documentation can be found here:
WOEID (used for YQL to search by location)
Another good resource for Web API's in general is www.programmableweb.com
Each producer would call its respective web API, then send the entire response (a JSON document) as a kfafka message. A corresondindg consumer script receeved the message and saved each json document as a seprate file. This notebook reads the json files and forms pandas data frames. Data is visualized in chart form with Altair, and as maps with an OpenStreetMap background using Folium.
In this notebook was developed on a vagrant ubutnu desktop VM, so our home directory is /home/vagrant. We'll assme you've been running the kafka scripts for awhile, have accumulated some json files, and stored them in the following folder structure:
| Folder Path | Description |
|---|---|
| /home/vagrant/json/wsdot_weather | WA State Dept. of Trasnsportation Weather |
| /home/vagrant/json/wsdot_traffic | WA State Dept. of Transprotation Travel Times |
To make life easier, here's a "jsondir" variable to store the location of your json files.
jsondir = "/home/vagrant/json"
There can be A LOT of files. So we'l list them in single column (ls -l) then display only the first bunch of them (| head)
!ls -1 $jsondir/wsdot_traffic | head
2017-08-13-23-39-28 2017-08-14-00-09-28 2017-08-14-00-39-28 2017-08-14-01-09-28 2017-08-14-01-39-28 2017-08-14-02-09-28 2017-08-14-02-39-28 2017-08-14-03-09-28 2017-08-14-03-39-28 2017-08-14-04-09-28
The raw json files are difficult to read, as they don't come with newlines. There's a brief peek using that same head command
!head $jsondir/wsdot_traffic/2017-08-13-23-39-28
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Seattle","Direction":"N","Latitude":47.609294000,"Longitude":-122.331759000,"MilePost":165.83,"RoadName":"I-5"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":3},{"AverageTime":27,"CurrentTime":28,"Description":"Downtown Seattle to Everett","Distance":26.94,"EndPoint":{"Description":"I-5 @ 41st St in Everett","Direction":"N","Latitude":47.924280000,"Longitude":-122.265480000,"MilePost":192.77,"RoadName":"I-5"},"Name":"Seattle-Everett (NB PM)","StartPoint":{"Description":"I-5 @ University St in Seattle","Direction":"N","Latitude":47.609294000,"Longitude":-122.331759000,"MilePost":165.83,"RoadName":"I-5"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":4},{"AverageTime":11,"CurrentTime":11,"Description":"Downtown Bellevue to Issaquah","Distance":9.55,"EndPoint":{"Description":"I-90 @ Front St in Issaquah","Direction":"E","Latitude":47.541799000,"Longitude":-122.037396000,"MilePost":16.96,"RoadName":"I-90"},"Name":"Bellevue-Issaquah (EB PM)","StartPoint":{"Description":"I-405 @ NE 8th St in Bellevue","Direction":"S","Latitude":47.613800000,"Longitude":-122.188920000,"MilePost":13.33,"RoadName":"I-405"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":5},{"AverageTime":11,"CurrentTime":11,"Description":"Downtown Bellevue to Issaquah using HOV lanes","Distance":9.55,"EndPoint":{"Description":"I-90 @ Front St in Issaquah","Direction":"E","Latitude":47.541799000,"Longitude":-122.037396000,"MilePost":16.96,"RoadName":"I-90"},"Name":"HOV Bellevue-Issaquah (EB PM)","StartPoint":{"Description":"I-405 @ NE 8th St in Bellevue","Direction":"S","Latitude":47.613800000,"Longitude":-122.188920000,"MilePost":13.33,"RoadName":"I-405"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":6},{"AverageTime":10,"CurrentTime":10,"Description":"Issaquah to Downtown Bellevue using HOV lanes","Distance":9.48,"EndPoint":{"Description":"I-405 @ NE 8th St in Bellevue","Direction":"N","Latitude":47.613610000,"Longitude":-122.187970000,"MilePost":13.60,"RoadName":"I-405"},"Name":"HOV Issaquah-Bellevue (WB AM)","StartPoint":{"Description":"I-90 @ Front St in Issaquah","Direction":"W","Latitude":47.541799000,"Longitude":-122.037396000,"MilePost":16.96,"RoadName":"I-90"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":7},{"AverageTime":11,"CurrentTime":13,"Description":"Issaquah to Downtown Bellevue","Distance":9.48,"EndPoint":{"Description":"I-405 @ NE 8th St in Bellevue","Direction":"N","Latitude":47.613610000,"Longitude":-122.187970000,"MilePost":13.60,"RoadName":"I-405"},"Name":"Issaquah-Bellevue (WB AM)","StartPoint":{"Description":"I-90 @ Front St in Issaquah","Direction":"W","Latitude":47.541799000,"Longitude":-122.037396000,"MilePost":16.96,"RoadName":"I-90"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":8},{"AverageTime":26,"CurrentTime":26,"Description":"Downtown Bellevue to Everett","Distance":26.06,"EndPoint":{"Description":"I-5 @ 41st St in Everett","Direction":"N","Latitude":47.924280000,"Longitude":-122.265480000,"MilePost":192.77,"RoadName":"I-5"},"Name":"Bellevue-Everett (NB PM)","StartPoint":{"Description":"I-405 @ NE 8th St in Bellevue","Direction":"N","Latitude":47.613610000,"Longitude":-122.187970000,"MilePost":13.60,"RoadName":"I-405"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":9},{"AverageTime":28,"CurrentTime":27,"Description":"Everett to Downtown Bellevue","Distance":26.34,"EndPoint":{"Description":"I-405 @ NE 8th St in Bellevue","Direction":"S","Latitude":47.613800000,"Longitude":-122.188920000,"MilePost":13.33,"RoadName":"I-405"},"Name":"Everett-Bellevue (SB AM)","StartPoint":{"Description":"I-5 @ 41st St in 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Everett-Bellevue (SB AM)","StartPoint":{"Description":"I-5 @ 41st St in Everett","Direction":"S","Latitude":47.924280000,"Longitude":-122.265480000,"MilePost":192.55,"RoadName":"I-5"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":12},{"AverageTime":17,"CurrentTime":37,"Description":"Federal Way to SeaTac","Distance":8.82,"EndPoint":{"Description":"I-5 @ S 188th St in SeaTac","Direction":"N","Latitude":47.438760000,"Longitude":-122.269470000,"MilePost":152.80,"RoadName":"I-5"},"Name":"Federal Way-SeaTac (NB AM)","StartPoint":{"Description":"I-5 @ S 320th St in Federal Way","Direction":"N","Latitude":47.315446000,"Longitude":-122.296702000,"MilePost":143.98,"RoadName":"I-5"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":13},{"AverageTime":12,"CurrentTime":10,"Description":"Federal Way to SeaTac using HOV lanes","Distance":8.82,"EndPoint":{"Description":"I-5 @ S 188th St in 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Vancouver","Direction":"S","Latitude":45.628406000,"Longitude":-122.559927000,"MilePost":29.87,"RoadName":"I-205"},"TimeUpdated":"\/Date(1502667000000-0700)\/","TravelTimeID":378},{"AverageTime":16,"CurrentTime":17,"Description":"I-205 SB and 18th St to I-84 to I-5 JCT","Distance":14.51,"EndPoint":{"Description":"I-84 to I-5 JCT","Direction":"W","Latitude":45.529760000,"Longitude":-122.649230000,"MilePost":0.45,"RoadName":"I-84"},"Name":"I-205 SB and 18th St to I-84 to I-5 JCT","StartPoint":{"Description":"I-205 SB and 18th St in Vancouver","Direction":"S","Latitude":45.640957000,"Longitude":-122.563394000,"MilePost":29.87,"RoadName":"I-205"},"TimeUpdated":"\/Date(1502667000000-0700)\/","TravelTimeID":379},{"AverageTime":10,"CurrentTime":11,"Description":"Federal Way (320th) to Tacoma Dome","Distance":9.55,"EndPoint":{"Description":"I-5 @ Tacoma Dome MP 134","Direction":"S","Latitude":47.234857000,"Longitude":-122.426813000,"MilePost":134.09,"RoadName":"005"},"Name":"Federal Way-Tacoma (SB PM)","StartPoint":{"Description":"I-5 @ Federal Way VMS MP 145.22","Direction":"S","Latitude":47.315327000,"Longitude":-122.297855000,"MilePost":143.64,"RoadName":"I-5"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":382},{"AverageTime":21,"CurrentTime":21,"Description":"SR14 and Cascade Pk to I-5 and I-84 JCT","Distance":14.90,"EndPoint":{"Description":"I-5 and I-84 JCT in Portland","Direction":"S","Latitude":45.532950000,"Longitude":-122.666410000,"MilePost":302.17,"RoadName":"I-5"},"Name":"019 SR14 and Cascade Pk to I-5 and I-84 JCT","StartPoint":{"Description":"SR14 and Cascade Park in Vancouver","Direction":"W","Latitude":45.596111000,"Longitude":-122.519722000,"MilePost":7.72,"RoadName":"SR 14"},"TimeUpdated":"\/Date(1502667000000-0700)\/","TravelTimeID":384},{"AverageTime":18,"CurrentTime":18,"Description":"SR14 and Cascade Pk to I-205 to I-5 and I-84 JCT","Distance":14.22,"EndPoint":{"Description":"I-5 and I-84 JCT in Portland","Direction":"W","Latitude":45.525600000,"Longitude":-122.660460000,"MilePost":0.45,"RoadName":"I-84"},"Name":"020 SR14 and Cascade Pk to I-205 to I-5 and I-84 JCT","StartPoint":{"Description":"SR14 and Cascade Park in Vancouver","Direction":"W","Latitude":45.596111000,"Longitude":-122.519722000,"MilePost":7.72,"RoadName":"SR 14"},"TimeUpdated":"\/Date(1502667000000-0700)\/","TravelTimeID":385},{"AverageTime":9,"CurrentTime":9,"Description":"EB SR 16 Olympic Dr WB To EB SR 16 Sprague EB On Ramp","Distance":8.38,"EndPoint":{"Description":"SR 16 @ Sprague EB On Ramp in Tacoma","Direction":"E","Latitude":47.235190720,"Longitude":-122.467893000,"MilePost":1.00,"RoadName":"SR 16"},"Name":"EB SR 16, Olympic Dr To I-5 Jct","StartPoint":{"Description":"SR 16 @ Olympic Dr WB in Gig Harbor","Direction":"E","Latitude":47.309330000,"Longitude":-122.579790000,"MilePost":11.07,"RoadName":"SR 16"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":386},{"AverageTime":3,"CurrentTime":3,"Description":"EB SR 16 Olympic Dr WB To TNB-West","Distance":2.66,"EndPoint":{"Description":"SR 16 @ TNB-West in Gig Harbor","Direction":"E","Latitude":47.275660000,"Longitude":-122.560450000,"MilePost":8.41,"RoadName":"SR 16"},"Name":"EB SR 16, Olympic Dr To TNB-West","StartPoint":{"Description":"SR 16 @ Olympic Dr WB in Gig Harbor","Direction":"E","Latitude":47.309330000,"Longitude":-122.579790000,"MilePost":11.07,"RoadName":"SR 16"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":387},{"AverageTime":17,"CurrentTime":17,"Description":"SB I-5 Port of Tacoma To JBLM Main Gate","Distance":15.70,"EndPoint":{"Description":"I-5 @ JBLM Main Gate","Direction":"S","Latitude":47.104936560,"Longitude":-122.585386000,"MilePost":121.04,"RoadName":"I-5"},"Name":"SB I-5, PoT To JBLM Main Gate","StartPoint":{"Description":"I-5 @ PoT in Tacoma","Direction":"S","Latitude":47.240541000,"Longitude":-122.372755000,"MilePost":136.74,"RoadName":"I-5"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":388},{"AverageTime":5,"CurrentTime":5,"Description":"SB I-5 Port of Tacoma To SR 16","Distance":3.83,"EndPoint":{"Description":"I-5 @ SR 16 in Tacoma","Direction":"S","Latitude":47.230182500,"Longitude":-122.449769000,"MilePost":132.91,"RoadName":"I-5"},"Name":"SB I-5, PoT To SR 16","StartPoint":{"Description":"I-5 @ PoT in Tacoma","Direction":"S","Latitude":47.240541000,"Longitude":-122.372755000,"MilePost":136.74,"RoadName":"I-5"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":389},{"AverageTime":11,"CurrentTime":11,"Description":"SB I-5 Port of Tacoma To SR 512","Distance":9.39,"EndPoint":{"Description":"I-5 @ SR 512 in Lakewood","Direction":"S","Latitude":47.161583510,"Longitude":-122.481133000,"MilePost":127.35,"RoadName":"I-5"},"Name":"SB I-5, PoT To SR 512","StartPoint":{"Description":"I-5 @ PoT in Tacoma","Direction":"S","Latitude":47.240541000,"Longitude":-122.372755000,"MilePost":136.74,"RoadName":"I-5"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":390},{"AverageTime":22,"CurrentTime":20,"Description":"SB I-5 Pierce King County Line To JBLM Main Gate","Distance":18.37,"EndPoint":{"Description":"I-5 @ JBLM Main Gate","Direction":"S","Latitude":47.104936560,"Longitude":-122.585386000,"MilePost":121.04,"RoadName":"I-5"},"Name":"SB I-5, PKCL To JBLM Main Gate","StartPoint":{"Description":"I-5 @ Pierce King County Line","Direction":"S","Latitude":47.255624000,"Longitude":-122.331130000,"MilePost":139.41,"RoadName":"I-5"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":401},{"AverageTime":9,"CurrentTime":8,"Description":"SB I-5 Pierce King County Line To SR 16","Distance":6.50,"EndPoint":{"Description":"I-5 @ SR 16 in Tacoma","Direction":"S","Latitude":47.230182500,"Longitude":-122.449769000,"MilePost":132.91,"RoadName":"I-5"},"Name":"SB I-5, PKCL To SR 16","StartPoint":{"Description":"I-5 @ Pierce King County Line","Direction":"S","Latitude":47.255624000,"Longitude":-122.331130000,"MilePost":139.41,"RoadName":"I-5"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":402},{"AverageTime":15,"CurrentTime":14,"Description":"SB I-5 Pierce King County Line To SR 512","Distance":12.06,"EndPoint":{"Description":"I-5 @ SR 512 in Lakewood","Direction":"S","Latitude":47.161583510,"Longitude":-122.481133000,"MilePost":127.35,"RoadName":"I-5"},"Name":"SB I-5, PKCL To SR 512","StartPoint":{"Description":"I-5 @ Pierce King County Line","Direction":"S","Latitude":47.255624000,"Longitude":-122.331130000,"MilePost":139.41,"RoadName":"I-5"},"TimeUpdated":"\/Date(1502667300000-0700)\/","TravelTimeID":403}]
Import the libraries we need (pandas, json, and a few friends).
import json
import pandas as pd
import os
from pandas.io.json import json_normalize
jsondir = "/home/vagrant/json"
wsdot_traffic_filepath = jsondir + "/wsdot_traffic/2017-08-13-23-39-28"
Open the json file with python and have a look
with open(wsdot_traffic_filepath) as json_file:
raw_json = json.load(json_file)
raw_json
[{'AverageTime': 30,
'CurrentTime': 34,
'Description': 'Everett to Downtown Seattle using HOV lanes',
'Distance': 26.72,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'HOV Everett-Seattle (SB AM)',
'StartPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'S',
'Latitude': 47.92428,
'Longitude': -122.26548,
'MilePost': 192.55,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 2},
{'AverageTime': 27,
'CurrentTime': 28,
'Description': 'Downtown Seattle to Everett using HOV lanes',
'Distance': 26.94,
'EndPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'N',
'Latitude': 47.92428,
'Longitude': -122.26548,
'MilePost': 192.77,
'RoadName': 'I-5'},
'Name': 'HOV Seattle-Everett (NB PM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 3},
{'AverageTime': 27,
'CurrentTime': 28,
'Description': 'Downtown Seattle to Everett',
'Distance': 26.94,
'EndPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'N',
'Latitude': 47.92428,
'Longitude': -122.26548,
'MilePost': 192.77,
'RoadName': 'I-5'},
'Name': 'Seattle-Everett (NB PM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 4},
{'AverageTime': 11,
'CurrentTime': 11,
'Description': 'Downtown Bellevue to Issaquah',
'Distance': 9.55,
'EndPoint': {'Description': 'I-90 @ Front St in Issaquah',
'Direction': 'E',
'Latitude': 47.541799,
'Longitude': -122.037396,
'MilePost': 16.96,
'RoadName': 'I-90'},
'Name': 'Bellevue-Issaquah (EB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 5},
{'AverageTime': 11,
'CurrentTime': 11,
'Description': 'Downtown Bellevue to Issaquah using HOV lanes',
'Distance': 9.55,
'EndPoint': {'Description': 'I-90 @ Front St in Issaquah',
'Direction': 'E',
'Latitude': 47.541799,
'Longitude': -122.037396,
'MilePost': 16.96,
'RoadName': 'I-90'},
'Name': 'HOV Bellevue-Issaquah (EB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 6},
{'AverageTime': 10,
'CurrentTime': 10,
'Description': 'Issaquah to Downtown Bellevue using HOV lanes',
'Distance': 9.48,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'Name': 'HOV Issaquah-Bellevue (WB AM)',
'StartPoint': {'Description': 'I-90 @ Front St in Issaquah',
'Direction': 'W',
'Latitude': 47.541799,
'Longitude': -122.037396,
'MilePost': 16.96,
'RoadName': 'I-90'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 7},
{'AverageTime': 11,
'CurrentTime': 13,
'Description': 'Issaquah to Downtown Bellevue',
'Distance': 9.48,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'Name': 'Issaquah-Bellevue (WB AM)',
'StartPoint': {'Description': 'I-90 @ Front St in Issaquah',
'Direction': 'W',
'Latitude': 47.541799,
'Longitude': -122.037396,
'MilePost': 16.96,
'RoadName': 'I-90'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 8},
{'AverageTime': 26,
'CurrentTime': 26,
'Description': 'Downtown Bellevue to Everett',
'Distance': 26.06,
'EndPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'N',
'Latitude': 47.92428,
'Longitude': -122.26548,
'MilePost': 192.77,
'RoadName': 'I-5'},
'Name': 'Bellevue-Everett (NB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 9},
{'AverageTime': 28,
'CurrentTime': 27,
'Description': 'Everett to Downtown Bellevue',
'Distance': 26.34,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'Name': 'Everett-Bellevue (SB AM)',
'StartPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'S',
'Latitude': 47.92428,
'Longitude': -122.26548,
'MilePost': 192.55,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 10},
{'AverageTime': 26,
'CurrentTime': 26,
'Description': 'Downtown Bellevue to Everett using HOV lanes',
'Distance': 26.06,
'EndPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'N',
'Latitude': 47.92428,
'Longitude': -122.26548,
'MilePost': 192.77,
'RoadName': 'I-5'},
'Name': 'HOV Bellevue-Everett (NB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 11},
{'AverageTime': 27,
'CurrentTime': 27,
'Description': 'Everett to Downtown Bellevue using HOV lanes',
'Distance': 26.34,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'Name': 'HOV Everett-Bellevue (SB AM)',
'StartPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'S',
'Latitude': 47.92428,
'Longitude': -122.26548,
'MilePost': 192.55,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 12},
{'AverageTime': 17,
'CurrentTime': 37,
'Description': 'Federal Way to SeaTac',
'Distance': 8.82,
'EndPoint': {'Description': 'I-5 @ S 188th St in SeaTac',
'Direction': 'N',
'Latitude': 47.43876,
'Longitude': -122.26947,
'MilePost': 152.8,
'RoadName': 'I-5'},
'Name': 'Federal Way-SeaTac (NB AM)',
'StartPoint': {'Description': 'I-5 @ S 320th St in Federal Way',
'Direction': 'N',
'Latitude': 47.315446,
'Longitude': -122.296702,
'MilePost': 143.98,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 13},
{'AverageTime': 12,
'CurrentTime': 10,
'Description': 'Federal Way to SeaTac using HOV lanes',
'Distance': 8.82,
'EndPoint': {'Description': 'I-5 @ S 188th St in SeaTac',
'Direction': 'N',
'Latitude': 47.43876,
'Longitude': -122.26947,
'MilePost': 152.8,
'RoadName': 'I-5'},
'Name': 'HOV Federal Way-SeaTac (NB AM)',
'StartPoint': {'Description': 'I-5 @ S 320th St in Federal Way',
'Direction': 'N',
'Latitude': 47.315446,
'Longitude': -122.296702,
'MilePost': 143.98,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 14},
{'AverageTime': 9,
'CurrentTime': 9,
'Description': 'SeaTac to Federal Way using HOV lanes',
'Distance': 9.16,
'EndPoint': {'Description': 'I-5 @ S 320th St in Federal Way',
'Direction': 'S',
'Latitude': 47.31384,
'Longitude': -122.298609,
'MilePost': 143.64,
'RoadName': 'I-5'},
'Name': 'HOV SeaTac-Federal Way (SB PM)',
'StartPoint': {'Description': 'I-5 @ S 188th St in SeaTac',
'Direction': 'S',
'Latitude': 47.43876,
'Longitude': -122.26947,
'MilePost': 152.8,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 15},
{'AverageTime': 9,
'CurrentTime': 9,
'Description': 'SeaTac to Federal Way',
'Distance': 9.16,
'EndPoint': {'Description': 'I-5 @ S 320th St in Federal Way',
'Direction': 'S',
'Latitude': 47.31384,
'Longitude': -122.298609,
'MilePost': 143.64,
'RoadName': 'I-5'},
'Name': 'SeaTac-Federal Way (SB PM)',
'StartPoint': {'Description': 'I-5 @ S 188th St in SeaTac',
'Direction': 'S',
'Latitude': 47.43876,
'Longitude': -122.26947,
'MilePost': 152.8,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 16},
{'AverageTime': 33,
'CurrentTime': 58,
'Description': 'Federal Way to Downtown Seattle',
'Distance': 22.15,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Federal Way-Seattle (NB AM)',
'StartPoint': {'Description': 'I-5 @ S 320th St in Federal Way',
'Direction': 'N',
'Latitude': 47.315446,
'Longitude': -122.296702,
'MilePost': 143.98,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 17},
{'AverageTime': 28,
'CurrentTime': 25,
'Description': 'Federal Way to Downtown Seattle using HOV lanes',
'Distance': 22.15,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'HOV Federal Way-Seattle (NB AM)',
'StartPoint': {'Description': 'I-5 @ S 320th St in Federal Way',
'Direction': 'N',
'Latitude': 47.315446,
'Longitude': -122.296702,
'MilePost': 143.98,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 18},
{'AverageTime': 22,
'CurrentTime': 23,
'Description': 'Downtown Seattle to Federal Way using HOV lanes',
'Distance': 22.19,
'EndPoint': {'Description': 'I-5 @ S 320th St in Federal Way',
'Direction': 'S',
'Latitude': 47.31384,
'Longitude': -122.298609,
'MilePost': 143.64,
'RoadName': 'I-5'},
'Name': 'HOV Seattle-Federal Way (SB PM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 19},
{'AverageTime': 22,
'CurrentTime': 22,
'Description': 'Downtown Seattle to Federal Way',
'Distance': 22.19,
'EndPoint': {'Description': 'I-5 @ S 320th St in Federal Way',
'Direction': 'S',
'Latitude': 47.31384,
'Longitude': -122.298609,
'MilePost': 143.64,
'RoadName': 'I-5'},
'Name': 'Seattle-Federal Way (SB PM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 20},
{'AverageTime': 27,
'CurrentTime': 50,
'Description': 'Downtown Bellevue to Federal Way',
'Distance': 24.56,
'EndPoint': {'Description': 'I-5 @ S 320th St in Federal Way',
'Direction': 'S',
'Latitude': 47.31384,
'Longitude': -122.298609,
'MilePost': 143.64,
'RoadName': 'I-5'},
'Name': 'Bellevue-Federal Way (SB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 21},
{'AverageTime': 35,
'CurrentTime': 56,
'Description': 'Federal Way to Downtown Bellevue',
'Distance': 23.58,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'Name': 'Federal Way-Bellevue (NB AM)',
'StartPoint': {'Description': 'I-5 @ S 320th St in Federal Way',
'Direction': 'N',
'Latitude': 47.315446,
'Longitude': -122.296702,
'MilePost': 143.98,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 22},
{'AverageTime': 26,
'CurrentTime': 33,
'Description': 'Downtown Bellevue to Federal Way using HOV lanes',
'Distance': 24.56,
'EndPoint': {'Description': 'I-5 @ S 320th St in Federal Way',
'Direction': 'S',
'Latitude': 47.31384,
'Longitude': -122.298609,
'MilePost': 143.64,
'RoadName': 'I-5'},
'Name': 'HOV Bellevue-Federal Way (SB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 23},
{'AverageTime': 30,
'CurrentTime': 27,
'Description': 'Federal Way to Downtown Bellevue using HOV lanes',
'Distance': 23.58,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'Name': 'HOV Federal Way-Bellevue (NB AM)',
'StartPoint': {'Description': 'I-5 @ S 320th St in Federal Way',
'Direction': 'N',
'Latitude': 47.315446,
'Longitude': -122.296702,
'MilePost': 143.98,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 24},
{'AverageTime': 16,
'CurrentTime': 17,
'Description': 'Downtown Seattle to Lynnwood using HOV lanes',
'Distance': 15.73,
'EndPoint': {'Description': 'I-5 @ 196th St SW in Lynnwood',
'Direction': 'N',
'Latitude': 47.819545,
'Longitude': -122.279109,
'MilePost': 181.56,
'RoadName': 'I-5'},
'Name': 'HOV Seattle-Lynnwood (NB PM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 25},
{'AverageTime': 19,
'CurrentTime': 23,
'Description': 'Lynnwood to Downtown Seattle',
'Distance': 15.23,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Lynnwood-Seattle (SB AM)',
'StartPoint': {'Description': 'I-5 @ 196th St SW in Lynnwood',
'Direction': 'S',
'Latitude': 47.817269,
'Longitude': -122.285137,
'MilePost': 181.06,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 26},
{'AverageTime': 16,
'CurrentTime': 18,
'Description': 'Downtown Seattle to Lynnwood',
'Distance': 15.73,
'EndPoint': {'Description': 'I-5 @ 196th St SW in Lynnwood',
'Direction': 'N',
'Latitude': 47.819545,
'Longitude': -122.279109,
'MilePost': 181.56,
'RoadName': 'I-5'},
'Name': 'Seattle-Lynnwood (NB PM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 27},
{'AverageTime': 0,
'CurrentTime': 0,
'Description': 'Lynnwood to Downtown Seattle using express lanes and HOV lanes',
'Distance': 0.0,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'HOV Lynnwood-Seattle (SB REV)',
'StartPoint': {'Description': 'I-5 @ 196th St SW in Lynnwood',
'Direction': 'S',
'Latitude': 47.817269,
'Longitude': -122.285137,
'MilePost': 181.06,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 28},
{'AverageTime': 0,
'CurrentTime': 0,
'Description': 'Lynnwood to Downtown Seattle using express lanes',
'Distance': 0.0,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Lynnwood-Seattle (SB REV)',
'StartPoint': {'Description': 'I-5 @ 196th St SW in Lynnwood',
'Direction': 'S',
'Latitude': 47.817269,
'Longitude': -122.285137,
'MilePost': 181.06,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 29},
{'AverageTime': 17,
'CurrentTime': 21,
'Description': 'Renton to Downtown Seattle using HOV lanes',
'Distance': 13.77,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'HOV Renton-Seattle (NB AM)',
'StartPoint': {'Description': 'I-405 @ SR 167 in Renton',
'Direction': 'S',
'Latitude': 47.467434,
'Longitude': -122.219631,
'MilePost': 2.21,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 30},
{'AverageTime': 15,
'CurrentTime': 14,
'Description': 'Downtown Seattle to Renton using HOV lanes',
'Distance': 13.61,
'EndPoint': {'Description': 'I-405 @ SR 167 in Renton',
'Direction': 'N',
'Latitude': 47.467434,
'Longitude': -122.219631,
'MilePost': 2.21,
'RoadName': 'I-405'},
'Name': 'HOV Seattle-Renton (SB PM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 31},
{'AverageTime': 17,
'CurrentTime': 36,
'Description': 'Renton to Downtown Seattle',
'Distance': 13.69,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Renton-Seattle (NB AM)',
'StartPoint': {'Description': 'I-405 @ SR 167 in Renton',
'Direction': 'S',
'Latitude': 47.467434,
'Longitude': -122.219631,
'MilePost': 2.21,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 32},
{'AverageTime': 14,
'CurrentTime': 15,
'Description': 'Downtown Seattle to Renton',
'Distance': 13.61,
'EndPoint': {'Description': 'I-405 @ SR 167 in Renton',
'Direction': 'N',
'Latitude': 47.467434,
'Longitude': -122.219631,
'MilePost': 2.21,
'RoadName': 'I-405'},
'Name': 'Seattle-Renton (SB PM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 33},
{'AverageTime': 0,
'CurrentTime': 0,
'Description': 'Northgate to Downtown Seattle using express lanes',
'Distance': 0.0,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Shoreline-Seattle (SB REV)',
'StartPoint': {'Description': 'I-5 @ NE Northgate Way in Northgate',
'Direction': 'S',
'Latitude': 47.77418,
'Longitude': -122.329912,
'MilePost': 171.62,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 34},
{'AverageTime': 16,
'CurrentTime': 16,
'Description': 'Downtown Bellevue to Lynnwood',
'Distance': 15.61,
'EndPoint': {'Description': 'I-5 @ SR 526 in Lynnwood',
'Direction': 'N',
'Latitude': 47.920431,
'Longitude': -122.206552,
'MilePost': 29.53,
'RoadName': 'I-405'},
'Name': 'Bellevue-Lynnwood (NB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.92,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 35},
{'AverageTime': 15,
'CurrentTime': 15,
'Description': 'Downtown Bellevue to Lynnwood using HOV lanes',
'Distance': 14.9,
'EndPoint': {'Description': 'I-5 @ SR 526 in Lynnwood',
'Direction': 'N',
'Latitude': 47.920431,
'Longitude': -122.206552,
'MilePost': 29.53,
'RoadName': 'I-405'},
'Name': 'HOV Bellevue-Lynnwood (NB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 14.63,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 36},
{'AverageTime': 16,
'CurrentTime': 16,
'Description': 'Lynnwood to Downtown Bellevue using HOV lanes',
'Distance': 16.2,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'Name': 'HOV Lynnwood-Bellevue (SB AM)',
'StartPoint': {'Description': 'I-5 @ SR 526 in Lynnwood',
'Direction': 'S',
'Latitude': 47.920431,
'Longitude': -122.206552,
'MilePost': 29.53,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 37},
{'AverageTime': 16,
'CurrentTime': 16,
'Description': 'Lynnwood to Downtown Bellevue',
'Distance': 16.2,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'Name': 'Lynnwood-Bellevue (SB AM)',
'StartPoint': {'Description': 'I-5 @ SR 526 in Lynnwood',
'Direction': 'S',
'Latitude': 47.920431,
'Longitude': -122.206552,
'MilePost': 29.53,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 38},
{'AverageTime': 0,
'CurrentTime': 0,
'Description': 'Everett to Downtown Seattle using express lanes',
'Distance': 0.0,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Everett-Seattle (SB REV)',
'StartPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'S',
'Latitude': 47.92428,
'Longitude': -122.26548,
'MilePost': 192.55,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 39},
{'AverageTime': 0,
'CurrentTime': 0,
'Description': 'Everett to Downtown Seattle using express lanes and HOV lanes',
'Distance': 0.0,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': '1B HOV Everett-Seattle (SB REV)',
'StartPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'S',
'Latitude': 47.92428,
'Longitude': -122.26548,
'MilePost': 192.55,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 40},
{'AverageTime': 16,
'CurrentTime': 15,
'Description': 'SeaTac to Downtown Seattle using HOV lanes',
'Distance': 13.33,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'HOV SeaTac-Seattle (NB AM)',
'StartPoint': {'Description': 'I-5 @ S 188th St in SeaTac',
'Direction': 'N',
'Latitude': 47.43876,
'Longitude': -122.26947,
'MilePost': 152.8,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 41},
{'AverageTime': 14,
'CurrentTime': 13,
'Description': 'Downtown Seattle to SeaTac using HOV lanes',
'Distance': 13.03,
'EndPoint': {'Description': 'I-5 @ S 188th St in SeaTac',
'Direction': 'S',
'Latitude': 47.43876,
'Longitude': -122.26947,
'MilePost': 152.8,
'RoadName': 'I-5'},
'Name': 'HOV Seattle-SeaTac (SB PM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 42},
{'AverageTime': 16,
'CurrentTime': 17,
'Description': 'SeaTac to Downtown Seattle',
'Distance': 13.03,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'SeaTac-Seattle (NB AM)',
'StartPoint': {'Description': 'I-5 @ S 188th St in SeaTac',
'Direction': 'N',
'Latitude': 47.43876,
'Longitude': -122.26947,
'MilePost': 152.8,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 43},
{'AverageTime': 14,
'CurrentTime': 13,
'Description': 'Downtown Seattle to SeaTac',
'Distance': 13.03,
'EndPoint': {'Description': 'I-5 @ S 188th St in SeaTac',
'Direction': 'S',
'Latitude': 47.43876,
'Longitude': -122.26947,
'MilePost': 152.8,
'RoadName': 'I-5'},
'Name': 'Seattle-SeaTac (SB PM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 44},
{'AverageTime': 31,
'CurrentTime': 55,
'Description': 'Alderwood to Southcenter via I-405',
'Distance': 29.42,
'EndPoint': {'Description': 'I-405 @ I-5 in Tukwila',
'Direction': 'S',
'Latitude': 47.463303,
'Longitude': -122.262701,
'MilePost': 0.11,
'RoadName': 'I-405'},
'Name': 'Alderwood to Southcenter via I-405 (SB AM)',
'StartPoint': {'Description': 'I-405 @ SR 525 in Lynnwood',
'Direction': 'S',
'Latitude': 47.8237,
'Longitude': -122.2517,
'MilePost': 29.53,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 51},
{'AverageTime': 32,
'CurrentTime': 35,
'Description': 'Alderwood to Southcenter via I-5',
'Distance': 27.97,
'EndPoint': {'Description': 'I-5 @ I-405 in Tukwila',
'Direction': 'S',
'Latitude': 47.4648,
'Longitude': -122.2657,
'MilePost': 154.65,
'RoadName': 'I-5'},
'Name': 'Alderwood to Southcenter via I-5 (SB AM)',
'StartPoint': {'Description': 'I-5 @ I-405 in Lynnwood',
'Direction': 'S',
'Latitude': 47.8308,
'Longitude': -122.2636,
'MilePost': 182.62,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 52},
{'AverageTime': 32,
'CurrentTime': 31,
'Description': 'Southcenter to Alderwood via I-405',
'Distance': 29.42,
'EndPoint': {'Description': 'I-5 @ I-405 in Lynnwood',
'Direction': 'N',
'Latitude': 47.8308,
'Longitude': -122.2636,
'MilePost': 29.53,
'RoadName': 'I-405'},
'Name': 'Southcenter to Alderwood via I-405 (NB PM)',
'StartPoint': {'Description': 'I-405 @ I-5 in Tukwila',
'Direction': 'N',
'Latitude': 47.463303,
'Longitude': -122.262701,
'MilePost': 0.11,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 53},
{'AverageTime': 31,
'CurrentTime': 31,
'Description': 'Southcenter to Alderwood via I-5',
'Distance': 27.39,
'EndPoint': {'Description': 'I-5 @ I-405 in Lynnwood',
'Direction': 'N',
'Latitude': 47.8308,
'Longitude': -122.2636,
'MilePost': 182.04,
'RoadName': 'I-5'},
'Name': 'Southcenter to Alderwood via I-5 (NB PM)',
'StartPoint': {'Description': 'I-5 @ I-405 in Tukwila',
'Direction': 'N',
'Latitude': 47.4648,
'Longitude': -122.2657,
'MilePost': 154.65,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 54},
{'AverageTime': 9,
'CurrentTime': 9,
'Description': 'Downtown Bellevue to SR 522 in Bothell using HOV lanes',
'Distance': 9.41,
'EndPoint': {'Description': 'I-405 @ SR 522 in Bothell',
'Direction': 'N',
'Latitude': 47.751518,
'Longitude': -122.187178,
'MilePost': 23.01,
'RoadName': 'I-405'},
'Name': 'HOV Bellevue-SR 522 (NB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 56},
{'AverageTime': 10,
'CurrentTime': 10,
'Description': 'SR 522 in Bothell to Downtown Bellevue using HOV lanes',
'Distance': 9.68,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'Name': 'HOV SR 522-Bellevue (SB AM)',
'StartPoint': {'Description': 'I-405 @ SR 522 in Bothell',
'Direction': 'S',
'Latitude': 47.751518,
'Longitude': -122.187178,
'MilePost': 23.01,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 57},
{'AverageTime': 10,
'CurrentTime': 10,
'Description': 'SR 522 in Bothell to Downtown Bellevue',
'Distance': 9.68,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'Name': 'SR 522-Bellevue',
'StartPoint': {'Description': 'I-405 @ SR 522 in Bothell',
'Direction': 'S',
'Latitude': 47.751518,
'Longitude': -122.187178,
'MilePost': 23.01,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 58},
{'AverageTime': 24,
'CurrentTime': 22,
'Description': 'Woodinville to Downtown Seattle',
'Distance': 20.26,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Woodinville-Seattle via I-90 (WB AM)',
'StartPoint': {'Description': 'SR 522 @ SR 202 in Woodinville',
'Direction': 'S',
'Latitude': 47.75818,
'Longitude': -122.16402,
'MilePost': 23.01,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 59},
{'AverageTime': 20,
'CurrentTime': 20,
'Description': 'Woodinville to Downtown Seattle',
'Distance': 18.25,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Woodinville-Seattle via SR 520 (WB AM)',
'StartPoint': {'Description': 'SR 522 @ SR 202 in Woodinville',
'Direction': 'S',
'Latitude': 47.75818,
'Longitude': -122.16402,
'MilePost': 23.01,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 60},
{'AverageTime': 15,
'CurrentTime': 39,
'Description': 'Downtown Bellevue to Tukwila',
'Distance': 13.22,
'EndPoint': {'Description': 'I-405 @ I-5 in Tukwila',
'Direction': 'S',
'Latitude': 47.463303,
'Longitude': -122.262701,
'MilePost': 0.11,
'RoadName': 'I-405'},
'Name': 'Bellevue-Tukwila (SB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 63},
{'AverageTime': 15,
'CurrentTime': 21,
'Description': 'Downtown Bellevue to Tukwila using HOV lanes',
'Distance': 13.22,
'EndPoint': {'Description': 'I-405 @ I-5 in Tukwila',
'Direction': 'S',
'Latitude': 47.463303,
'Longitude': -122.262701,
'MilePost': 0.11,
'RoadName': 'I-405'},
'Name': 'HOV Bellevue-Tukwila (SB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 64},
{'AverageTime': 17,
'CurrentTime': 15,
'Description': 'Tukwila to Downtown Bellevue using HOV lanes',
'Distance': 13.49,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'Name': 'HOV Tukwila-Bellevue (NB AM)',
'StartPoint': {'Description': 'I-405 @ I-5 in Tukwila',
'Direction': 'N',
'Latitude': 47.463303,
'Longitude': -122.262701,
'MilePost': 0.11,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 65},
{'AverageTime': 15,
'CurrentTime': 22,
'Description': 'Auburn to Renton',
'Distance': 9.76,
'EndPoint': {'Description': 'SR 167 @ I-405 in Renton',
'Direction': 'N',
'Latitude': 47.458,
'Longitude': -122.217,
'MilePost': 25.62,
'RoadName': 'SR 167'},
'Name': 'Auburn-Renton (NB AM)',
'StartPoint': {'Description': 'SR 167 @ 15th St NW in Auburn',
'Direction': 'N',
'Latitude': 47.323,
'Longitude': -122.244,
'MilePost': 15.86,
'RoadName': 'SR 167'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 67},
{'AverageTime': 12,
'CurrentTime': 14,
'Description': 'Auburn to Renton using HOV lanes',
'Distance': 9.76,
'EndPoint': {'Description': 'SR 167 @ I-405 in Renton',
'Direction': 'N',
'Latitude': 47.458,
'Longitude': -122.217,
'MilePost': 25.62,
'RoadName': 'SR 167'},
'Name': 'HOV Auburn-Renton (NB AM)',
'StartPoint': {'Description': 'SR 167 @ 15th St NW in Auburn',
'Direction': 'N',
'Latitude': 47.323,
'Longitude': -122.244,
'MilePost': 15.86,
'RoadName': 'SR 167'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 68},
{'AverageTime': 10,
'CurrentTime': 10,
'Description': 'Renton to Auburn using HOV lanes',
'Distance': 9.76,
'EndPoint': {'Description': 'SR 167 @ 15th St NW in Auburn',
'Direction': 'S',
'Latitude': 47.323,
'Longitude': -122.244,
'MilePost': 15.86,
'RoadName': 'SR 167'},
'Name': 'HOV Renton-Auburn (SB PM)',
'StartPoint': {'Description': 'SR 167 @ I-405 in Renton',
'Direction': 'S',
'Latitude': 47.458,
'Longitude': -122.217,
'MilePost': 25.62,
'RoadName': 'SR 167'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 69},
{'AverageTime': 10,
'CurrentTime': 10,
'Description': 'Renton to Auburn',
'Distance': 9.76,
'EndPoint': {'Description': 'SR 167 @ 15th St NW in Auburn',
'Direction': 'S',
'Latitude': 47.323,
'Longitude': -122.244,
'MilePost': 15.86,
'RoadName': 'SR 167'},
'Name': 'Renton-Auburn (SB PM)',
'StartPoint': {'Description': 'SR 167 @ I-405 in Renton',
'Direction': 'S',
'Latitude': 47.458,
'Longitude': -122.217,
'MilePost': 25.62,
'RoadName': 'SR 167'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 70},
{'AverageTime': 19,
'CurrentTime': 17,
'Description': 'Issaquah to Downtown Seattle using HOV lanes',
'Distance': 15.48,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'HOV Issaquah-Seattle (WB PM)',
'StartPoint': {'Description': 'I-90 @ Front St in Issaquah',
'Direction': 'W',
'Latitude': 47.541799,
'Longitude': -122.037396,
'MilePost': 16.96,
'RoadName': 'I-90'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 71},
{'AverageTime': 16,
'CurrentTime': 17,
'Description': 'Downtown Seattle to Issaquah using HOV lanes',
'Distance': 15.71,
'EndPoint': {'Description': 'I-90 @ Front St in Issaquah',
'Direction': 'E',
'Latitude': 47.541799,
'Longitude': -122.037396,
'MilePost': 16.96,
'RoadName': 'I-90'},
'Name': 'HOV Downtown Seattle-Issaquah (EB AM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 72},
{'AverageTime': 21,
'CurrentTime': 19,
'Description': 'Issaquah to Downtown Seattle',
'Distance': 15.48,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Issaquah-Seattle (WB PM)',
'StartPoint': {'Description': 'I-90 @ Front St in Issaquah',
'Direction': 'W',
'Latitude': 47.541799,
'Longitude': -122.037396,
'MilePost': 16.96,
'RoadName': 'I-90'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 73},
{'AverageTime': 16,
'CurrentTime': 16,
'Description': 'Downtown Seattle to Issaquah',
'Distance': 15.71,
'EndPoint': {'Description': 'I-90 @ Front St in Issaquah',
'Direction': 'E',
'Latitude': 47.541799,
'Longitude': -122.037396,
'MilePost': 16.96,
'RoadName': 'I-90'},
'Name': 'Seattle-Issaquah (EB AM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 74},
{'AverageTime': 15,
'CurrentTime': 15,
'Description': 'Redmond to Downtown Seattle using HOV lanes',
'Distance': 14.6,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'HOV Redmond-Seattle (WB PM)',
'StartPoint': {'Description': 'SR 520 @ Redmond Way in Redmond',
'Direction': 'W',
'Latitude': 47.668087,
'Longitude': -122.110145,
'MilePost': 12.65,
'RoadName': 'SR 520'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 77},
{'AverageTime': 15,
'CurrentTime': 15,
'Description': 'Downtown Seattle to Redmond using HOV lanes',
'Distance': 14.56,
'EndPoint': {'Description': 'SR 520 @ Redmond Way in Redmond',
'Direction': 'E',
'Latitude': 47.668087,
'Longitude': -122.110145,
'MilePost': 12.66,
'RoadName': 'SR 520'},
'Name': 'HOV Seattle-Redmond (EB AM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 78},
{'AverageTime': 15,
'CurrentTime': 15,
'Description': 'Redmond to Downtown Seattle',
'Distance': 14.6,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Redmond-Seattle (WB PM)',
'StartPoint': {'Description': 'SR 520 @ Redmond Way in Redmond',
'Direction': 'W',
'Latitude': 47.668087,
'Longitude': -122.110145,
'MilePost': 12.65,
'RoadName': 'SR 520'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 79},
{'AverageTime': 15,
'CurrentTime': 15,
'Description': 'Downtown Seattle to Redmond',
'Distance': 14.56,
'EndPoint': {'Description': 'SR 520 @ Redmond Way in Redmond',
'Direction': 'E',
'Latitude': 47.668087,
'Longitude': -122.110145,
'MilePost': 12.66,
'RoadName': 'SR 520'},
'Name': 'Seattle-Redmond (EB AM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 80},
{'AverageTime': 23,
'CurrentTime': 21,
'Description': 'Redmond to Downtown Seattle using HOV lanes via I-90',
'Distance': 18.21,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'HOV Redmond-Seattle via I-90 (WB PM)',
'StartPoint': {'Description': 'SR 520 @ Redmond Way in Redmond',
'Direction': 'W',
'Latitude': 47.668087,
'Longitude': -122.110145,
'MilePost': 12.65,
'RoadName': 'SR 520'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 81},
{'AverageTime': 19,
'CurrentTime': 19,
'Description': 'Downtown Seattle to Redmond via I-90 using HOV lanes',
'Distance': 17.22,
'EndPoint': {'Description': 'SR 520 @ Redmond Way in Redmond',
'Direction': 'E',
'Latitude': 47.668087,
'Longitude': -122.110145,
'MilePost': 12.66,
'RoadName': 'SR 520'},
'Name': 'HOV Seattle-Redmond via I-90 (EB AM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 82},
{'AverageTime': 23,
'CurrentTime': 21,
'Description': 'Redmond to Downtown Seattle via I-90',
'Distance': 18.19,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Redmond-Seattle via I-90 (WB PM)',
'StartPoint': {'Description': 'SR 520 @ Redmond Way in Redmond',
'Direction': 'W',
'Latitude': 47.668087,
'Longitude': -122.110145,
'MilePost': 12.65,
'RoadName': 'SR 520'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 83},
{'AverageTime': 19,
'CurrentTime': 19,
'Description': 'Downtown Seattle to Redmond via I-90',
'Distance': 17.22,
'EndPoint': {'Description': 'SR 520 @ Redmond Way in Redmond',
'Direction': 'E',
'Latitude': 47.668087,
'Longitude': -122.110145,
'MilePost': 12.66,
'RoadName': 'SR 520'},
'Name': 'Seattle-Redmond via I-90 (EB AM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 84},
{'AverageTime': 11,
'CurrentTime': 11,
'Description': 'Downtown Bellevue to Downtown Seattle using SR 520',
'Distance': 9.73,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Bellevue-Seattle via 520 (WB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 89},
{'AverageTime': 11,
'CurrentTime': 11,
'Description': 'Downtown Bellevue to Downtown Seattle via SR 520 using HOV lanes',
'Distance': 9.73,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'HOV Bellevue-Seattle via 520 (WB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 90},
{'AverageTime': 12,
'CurrentTime': 12,
'Description': 'Downtown Seattle to Downtown Bellevue via SR 520 using HOV lanes',
'Distance': 10.83,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'Name': 'HOV Seattle-Bellevue via 520 (EB AM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 91},
{'AverageTime': 11,
'CurrentTime': 11,
'Description': 'Downtown Seattle to Downtown Bellevue via SR 520',
'Distance': 9.67,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'Name': 'Seattle-Bellevue via 520 (EB AM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 92},
{'AverageTime': 15,
'CurrentTime': 13,
'Description': 'Downtown Bellevue to Downtown Seattle using I-90',
'Distance': 10.58,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Bellevue-Seattle via I-90 (WB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 93},
{'AverageTime': 15,
'CurrentTime': 13,
'Description': 'Downtown Bellevue to Downtown Seattle via I-90 using HOV lanes',
'Distance': 10.6,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'HOV Bellevue-Seattle via I-90 (WB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 94},
{'AverageTime': 12,
'CurrentTime': 11,
'Description': 'Downtown Seattle to Downtown Bellevue via I-90 using HOV lanes',
'Distance': 10.6,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'Name': 'HOV Seattle-Bellevue via I-90 (EB AM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 95},
{'AverageTime': 12,
'CurrentTime': 11,
'Description': 'Downtown Seattle to Downtown Bellevue via I-90',
'Distance': 10.6,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'Name': 'Seattle-Bellevue via I-90 (EB AM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 96},
{'AverageTime': 7,
'CurrentTime': 7,
'Description': 'Downtown Bellevue to Redmond',
'Distance': 6.62,
'EndPoint': {'Description': 'SR 520 @ Redmond Way in Redmond',
'Direction': 'E',
'Latitude': 47.668087,
'Longitude': -122.110145,
'MilePost': 12.66,
'RoadName': 'SR 520'},
'Name': 'Bellevue-Redmond (EB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 99},
{'AverageTime': 7,
'CurrentTime': 7,
'Description': 'Downtown Bellevue to Redmond using HOV lanes',
'Distance': 6.62,
'EndPoint': {'Description': 'SR 520 @ Redmond Way in Redmond',
'Direction': 'E',
'Latitude': 47.668087,
'Longitude': -122.110145,
'MilePost': 12.66,
'RoadName': 'SR 520'},
'Name': 'HOV Bellevue-Redmond (EB PM)',
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'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 100},
{'AverageTime': 9,
'CurrentTime': 8,
'Description': 'Redmond to Downtown Bellevue using HOV lanes',
'Distance': 7.61,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'Name': 'HOV Redmond-Bellevue (WB PM)',
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'Direction': 'W',
'Latitude': 47.668087,
'Longitude': -122.110145,
'MilePost': 12.65,
'RoadName': 'SR 520'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 101},
{'AverageTime': 9,
'CurrentTime': 8,
'Description': 'Redmond to Downtown Bellevue',
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'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
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'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'Name': 'Redmond-Bellevue (WB PM)',
'StartPoint': {'Description': 'SR 520 @ Redmond Way in Redmond',
'Direction': 'W',
'Latitude': 47.668087,
'Longitude': -122.110145,
'MilePost': 12.65,
'RoadName': 'SR 520'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 102},
{'AverageTime': 78,
'CurrentTime': 73,
'Description': 'North Bend to Ellensburg Eastbound',
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'MilePost': 109.45,
'RoadName': 'I-90'},
'Name': 'Snoqualmie Pass EB',
'StartPoint': {'Description': 'I-90 @ 436th Ave / Exit 34',
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'Latitude': 47.473234,
'Longitude': -121.751422,
'MilePost': 35.02,
'RoadName': 'I-90'},
'TimeUpdated': '/Date(1502667180000-0700)/',
'TravelTimeID': 114},
{'AverageTime': 78,
'CurrentTime': 135,
'Description': 'Ellensburg to North Bend Westbound',
'Distance': 78.56,
'EndPoint': {'Description': 'I-90 @ North Bend Exit 31',
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'Latitude': 47.484935,
'Longitude': -121.792834,
'MilePost': 30.9,
'RoadName': 'I-90'},
'Name': 'Snoqualmie Pass WB',
'StartPoint': {'Description': 'I-90 @ Ellensburg Exit 109',
'Direction': 'W',
'Latitude': 46.97387,
'Longitude': -120.540695,
'MilePost': 109.0,
'RoadName': 'I-90'},
'TimeUpdated': '/Date(1502667180000-0700)/',
'TravelTimeID': 115},
{'AverageTime': 7,
'CurrentTime': 7,
'Description': 'Marvin Rd./SR510 in Lacey To 14th Ave. in Olympia',
'Distance': 6.62,
'EndPoint': {'Description': 'I-5 @ 14th Ave in Olympia',
'Direction': 'S',
'Latitude': 47.032492,
'Longitude': -122.891484,
'MilePost': 105.38,
'RoadName': 'I-5'},
'Name': 'SB I-5, Lacey (SR510) to Olympia',
'StartPoint': {'Description': 'I-5 @ Marvin Rd I/C in Lacey',
'Direction': 'S',
'Latitude': 47.063148,
'Longitude': -122.762735,
'MilePost': 112.0,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 116},
{'AverageTime': 7,
'CurrentTime': 9,
'Description': 'JBLM Main Gate to Lakewood at SR512',
'Distance': 6.31,
'EndPoint': {'Description': 'I-5 @ SR512 in Lakewood',
'Direction': 'N',
'Latitude': 47.162742,
'Longitude': -122.480759,
'MilePost': 127.35,
'RoadName': 'I-5'},
'Name': 'NB I-5, JBLM Main Gate to Lakewood (SR512)',
'StartPoint': {'Description': 'I-5 @ JBLM Main Gate NB',
'Direction': 'N',
'Latitude': 47.10409,
'Longitude': -122.588362,
'MilePost': 121.04,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 120},
{'AverageTime': 6,
'CurrentTime': 6,
'Description': 'SR512 in Lakewood To JBLM Main Gate',
'Distance': 6.31,
'EndPoint': {'Description': 'I-5 @ JLBM Main Gate',
'Direction': 'S',
'Latitude': 47.10409,
'Longitude': -122.588362,
'MilePost': 121.04,
'RoadName': 'I-5'},
'Name': 'SB I-5, Lakewood (SR512) to JBLM Main Gate',
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'Direction': 'S',
'Latitude': 47.162742,
'Longitude': -122.480759,
'MilePost': 127.35,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 121},
{'AverageTime': 13,
'CurrentTime': 12,
'Description': 'SR512 in Lakewood To Tacoma Dome in Tacoma',
'Distance': 7.38,
'EndPoint': {'Description': 'I-5 @ Tacoma Dome in Tacoma',
'Direction': 'N',
'Latitude': 47.234492,
'Longitude': -122.427958,
'MilePost': 134.09,
'RoadName': 'I-5'},
'Name': 'NB I-5,Lakewood at SR512 To Tacoma',
'StartPoint': {'Description': 'I-5 @ SR512 in Lakewood NB',
'Direction': 'N',
'Latitude': 47.162742,
'Longitude': -122.480759,
'MilePost': 127.35,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 122},
{'AverageTime': 7,
'CurrentTime': 8,
'Description': 'Tacoma Dome in Tacoma To SR512 in Lakewood',
'Distance': 6.74,
'EndPoint': {'Description': 'I-5 @ SR512 in Lakewood',
'Direction': 'S',
'Latitude': 47.162742,
'Longitude': -122.480759,
'MilePost': 127.35,
'RoadName': 'I-5'},
'Name': 'SB I-5,Tacoma To Lakewood at SR512',
'StartPoint': {'Description': 'I-5 @ M St. in Tacoma SB',
'Direction': 'S',
'Latitude': 47.22995,
'Longitude': -122.44204,
'MilePost': 134.09,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 123},
{'AverageTime': 7,
'CurrentTime': 6,
'Description': 'M St. in Tacoma To NB I-5 @ Pierce King County Line',
'Distance': 5.32,
'EndPoint': {'Description': 'I-5 @ Pierce King County Line',
'Direction': 'N',
'Latitude': 47.255624,
'Longitude': -122.33113,
'MilePost': 139.41,
'RoadName': 'I-5'},
'Name': 'NB I-5,Tacoma To Pierce King County Line',
'StartPoint': {'Description': 'I-5 @ Tacoma Dome in Tacoma',
'Direction': 'N',
'Latitude': 47.234492,
'Longitude': -122.427958,
'MilePost': 134.09,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 125},
{'AverageTime': 55,
'CurrentTime': 75,
'Description': '14th Ave in Olympia to Tacoma Dome in Tacoma',
'Distance': 29.41,
'EndPoint': {'Description': 'I-5 @ Tacoma Dome in Tacoma',
'Direction': 'N',
'Latitude': 47.234492,
'Longitude': -122.427958,
'MilePost': 134.09,
'RoadName': 'I-5'},
'Name': 'NB I-5, Olympia To Tacoma',
'StartPoint': {'Description': 'I-5 @ 14th Ave in Olympia',
'Direction': 'N',
'Latitude': 47.064447,
'Longitude': -122.759508,
'MilePost': 105.38,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 126},
{'AverageTime': 16,
'CurrentTime': 16,
'Description': 'Downtown Seattle to Lynnwood using express lanes and HOV lanes',
'Distance': 15.73,
'EndPoint': {'Description': 'I-5 @ 196th St SW in Lynnwood',
'Direction': 'N',
'Latitude': 47.819545,
'Longitude': -122.279109,
'MilePost': 181.56,
'RoadName': 'I-5'},
'Name': 'HOV Seattle-Lynnwood (NB REV)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 128},
{'AverageTime': 16,
'CurrentTime': 16,
'Description': 'Downtown Seattle to Lynnwood using express lanes',
'Distance': 15.73,
'EndPoint': {'Description': 'I-5 @ 196th St SW in Lynnwood',
'Direction': 'N',
'Latitude': 47.819545,
'Longitude': -122.279109,
'MilePost': 181.56,
'RoadName': 'I-5'},
'Name': 'Seattle-Lynnwood (NB REV)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 129},
{'AverageTime': 6,
'CurrentTime': 6,
'Description': 'Downtown Seattle to Northgate using express lanes',
'Distance': 5.79,
'EndPoint': {'Description': 'I-5 @ NE Northgate Way in Northgate',
'Direction': 'N',
'Latitude': 47.77418,
'Longitude': -122.329912,
'MilePost': 171.62,
'RoadName': 'I-5'},
'Name': 'Seattle-Shoreline (NB REV)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 130},
{'AverageTime': 28,
'CurrentTime': 27,
'Description': 'Downtown Seattle to Everett using express lanes and HOV lanes',
'Distance': 26.94,
'EndPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'N',
'Latitude': 47.92428,
'Longitude': -122.26548,
'MilePost': 192.77,
'RoadName': 'I-5'},
'Name': 'HOV Seattle-Everett (NB REV)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 131},
{'AverageTime': 27,
'CurrentTime': 27,
'Description': 'Downtown Seattle to Everett using express lanes',
'Distance': 26.94,
'EndPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'N',
'Latitude': 47.92428,
'Longitude': -122.26548,
'MilePost': 192.77,
'RoadName': 'I-5'},
'Name': 'Seattle-Everett (NB REV)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 132},
{'AverageTime': 30,
'CurrentTime': 34,
'Description': 'Everett to Downtown Seattle',
'Distance': 26.72,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Everett-Seattle (SB AM)',
'StartPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'S',
'Latitude': 47.96441,
'Longitude': -122.19919,
'MilePost': 192.55,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 1},
{'AverageTime': 19,
'CurrentTime': 23,
'Description': 'Lynnwood to Downtown Seattle using HOV lanes',
'Distance': 15.23,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'HOV Lynnwood-Seattle (SB AM)',
'StartPoint': {'Description': 'I-5 @ 196th St SW in Lynnwood',
'Direction': 'S',
'Latitude': 47.817269,
'Longitude': -122.285137,
'MilePost': 181.06,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 275},
{'AverageTime': 13,
'CurrentTime': 17,
'Description': 'Downtown Bellevue to Renton',
'Distance': 11.12,
'EndPoint': {'Description': 'I-405 @ SR 167 in Renton',
'Direction': 'S',
'Latitude': 47.467434,
'Longitude': -122.219631,
'MilePost': 2.21,
'RoadName': 'I-405'},
'Name': 'Bellevue-Renton (SB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 45},
{'AverageTime': 12,
'CurrentTime': 13,
'Description': 'Downtown Bellevue to Renton using HOV lanes',
'Distance': 11.12,
'EndPoint': {'Description': 'I-405 @ SR 167 in Renton',
'Direction': 'S',
'Latitude': 47.467434,
'Longitude': -122.219631,
'MilePost': 2.21,
'RoadName': 'I-405'},
'Name': 'HOV Bellevue-Renton (SB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'S',
'Latitude': 47.6138,
'Longitude': -122.18892,
'MilePost': 13.33,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 46},
{'AverageTime': 14,
'CurrentTime': 13,
'Description': 'Renton to Downtown Bellevue using HOV lanes',
'Distance': 11.17,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'Name': 'HOV Renton-Bellevue (NB AM)',
'StartPoint': {'Description': 'I-405 @ SR 167 in Renton',
'Direction': 'N',
'Latitude': 47.467434,
'Longitude': -122.219631,
'MilePost': 2.43,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 278},
{'AverageTime': 14,
'CurrentTime': 12,
'Description': 'Renton to Downtown Bellevue',
'Distance': 11.17,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'Name': 'Renton-Bellevue (NB AM)',
'StartPoint': {'Description': 'I-405 @ SR 167 in Renton',
'Direction': 'N',
'Latitude': 47.467434,
'Longitude': -122.219631,
'MilePost': 2.43,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 279},
{'AverageTime': 9,
'CurrentTime': 9,
'Description': 'Downtown Bellevue to SR 522 in Bothell',
'Distance': 9.41,
'EndPoint': {'Description': 'I-405 @ SR 522 in Bothell',
'Direction': 'N',
'Latitude': 47.751518,
'Longitude': -122.187178,
'MilePost': 23.01,
'RoadName': 'I-405'},
'Name': 'Bellevue-SR 522 (NB PM)',
'StartPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 55},
{'AverageTime': 19,
'CurrentTime': 29,
'Description': 'SR 531 in Arlington to 41st St in Everett',
'Distance': 13.32,
'EndPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'S',
'Latitude': 47.92428,
'Longitude': -122.26548,
'MilePost': 192.55,
'RoadName': 'I-5'},
'Name': 'Arlington-Everett (SB AM)',
'StartPoint': {'Description': 'I-5 @ EB 172nd St in Arlington',
'Direction': 'S',
'Latitude': 48.152323,
'Longitude': -122.188847,
'MilePost': 205.87,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 266},
{'AverageTime': 13,
'CurrentTime': 14,
'Description': '41st St in Everett to SR 531 in Arlington',
'Distance': 13.1,
'EndPoint': {'Description': 'I-5 @ EB 172nd St in Arlington',
'Direction': 'N',
'Latitude': 48.152323,
'Longitude': -122.188847,
'MilePost': 205.87,
'RoadName': 'I-5'},
'Name': 'Everett-Arlington (NB PM)',
'StartPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'N',
'Latitude': 47.92428,
'Longitude': -122.26548,
'MilePost': 192.77,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 267},
{'AverageTime': 8,
'CurrentTime': 8,
'Description': '41st St in Everett to 88th St NE in Marysville',
'Distance': 7.89,
'EndPoint': {'Description': 'I-5 @ 88th St NE-SB in Marysville',
'Direction': 'N',
'Latitude': 48.075728,
'Longitude': -122.184877,
'MilePost': 200.66,
'RoadName': 'I-5'},
'Name': 'Everett-Marysville (NB PM)',
'StartPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'N',
'Latitude': 47.92428,
'Longitude': -122.26548,
'MilePost': 192.77,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 268},
{'AverageTime': 12,
'CurrentTime': 14,
'Description': '88th St NE in Marysville to 41st St in Everett',
'Distance': 8.11,
'EndPoint': {'Description': 'I-5 @ 41st St in Everett',
'Direction': 'S',
'Latitude': 47.92428,
'Longitude': -122.26548,
'MilePost': 192.55,
'RoadName': 'I-5'},
'Name': 'Marysville-Everett (SB AM)',
'StartPoint': {'Description': 'I-5 @ 88th St NE-SB in Marysville',
'Direction': 'S',
'Latitude': 48.075728,
'Longitude': -122.184877,
'MilePost': 200.66,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 269},
{'AverageTime': 25,
'CurrentTime': 26,
'Description': 'Downtown Seattle to Woodinville using express lanes and SR 522',
'Distance': 15.37,
'EndPoint': {'Description': 'SR 522 @ SR 202 in Woodinville',
'Direction': 'E',
'Latitude': 47.75818,
'Longitude': -122.16402,
'MilePost': 10.57,
'RoadName': '522'},
'Name': 'Seattle-Woodinville via SR 522 (EB REV)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 285},
{'AverageTime': 25,
'CurrentTime': 28,
'Description': 'Downtown Seattle to Woodinville',
'Distance': 15.37,
'EndPoint': {'Description': 'SR 522 @ SR 202 in Woodinville',
'Direction': 'E',
'Latitude': 47.75818,
'Longitude': -122.16402,
'MilePost': 10.57,
'RoadName': '522'},
'Name': 'Seattle-Woodinville via SR 522 Short (EB PM)-v2',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 286},
{'AverageTime': 32,
'CurrentTime': 33,
'Description': 'Woodinville to Downtown Seattle',
'Distance': 15.54,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Woodinville-Seattle via SR 522 Short (WB AM)-v2',
'StartPoint': {'Description': 'SR 522 @ SR 202 in Woodinville',
'Direction': 'W',
'Latitude': 47.75818,
'Longitude': -122.16402,
'MilePost': 10.55,
'RoadName': '522'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 287},
{'AverageTime': 0,
'CurrentTime': 0,
'Description': 'Woodinville to Downtown Seattle using I-5 express lanes',
'Distance': 0.0,
'EndPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'Name': 'Woodinville-Seattle via SR 522 (SB REV)',
'StartPoint': {'Description': 'SR 522 @ SR 202 in Woodinville',
'Direction': 'W',
'Latitude': 47.75818,
'Longitude': -122.16402,
'MilePost': 10.55,
'RoadName': '522'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 288},
{'AverageTime': 16,
'CurrentTime': 15,
'Description': 'Tukwila to Downtown Bellevue',
'Distance': 13.49,
'EndPoint': {'Description': 'I-405 @ NE 8th St in Bellevue',
'Direction': 'N',
'Latitude': 47.61361,
'Longitude': -122.18797,
'MilePost': 13.6,
'RoadName': 'I-405'},
'Name': 'Tukwila-Bellevue (NB AM)',
'StartPoint': {'Description': 'I-405 @ I-5 in Tukwila',
'Direction': 'N',
'Latitude': 47.463303,
'Longitude': -122.262701,
'MilePost': 0.11,
'RoadName': 'I-405'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 291},
{'AverageTime': 4,
'CurrentTime': 4,
'Description': 'So. 320th St. in Federal Way to King County Line',
'Distance': 3.95,
'EndPoint': {'Description': 'I-5 @ King County Line MP 139.38',
'Direction': 'S',
'Latitude': 47.334789,
'Longitude': -122.293778,
'MilePost': 139.69,
'RoadName': 'I-5'},
'Name': 'Federal Way to King County Line',
'StartPoint': {'Description': 'I-5 @ So. 320th Street in Federal Way',
'Direction': 'S',
'Latitude': 47.31384,
'Longitude': -122.298609,
'MilePost': 143.64,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 292},
{'AverageTime': 6,
'CurrentTime': 7,
'Description': 'Region boundary to Federal Way',
'Distance': 4.29,
'EndPoint': {'Description': 'I-5 @ So. 320th St in Federal Way',
'Direction': 'N',
'Latitude': 47.315446,
'Longitude': -122.296702,
'MilePost': 143.98,
'RoadName': 'I-5'},
'Name': 'King County Line to Federal Way',
'StartPoint': {'Description': 'I-5 @ King County Line MP 139.38',
'Direction': 'N',
'Latitude': 47.334789,
'Longitude': -122.293778,
'MilePost': 139.69,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 293},
{'AverageTime': 22,
'CurrentTime': 21,
'Description': 'Downtown Seattle to Woodinville',
'Distance': 20.53,
'EndPoint': {'Description': 'SR 522 @ SR 202 in Woodinville',
'Direction': 'N',
'Latitude': 47.75818,
'Longitude': -122.16402,
'MilePost': 23.01,
'RoadName': 'I-405'},
'Name': 'Seattle-Woodinville via I-90 (EB PM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'S',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 294},
{'AverageTime': 19,
'CurrentTime': 20,
'Description': 'Downtown Seattle to Woodinville',
'Distance': 17.85,
'EndPoint': {'Description': 'SR 522 @ SR 202 in Woodinville',
'Direction': 'N',
'Latitude': 47.75818,
'Longitude': -122.16402,
'MilePost': 23.01,
'RoadName': 'I-405'},
'Name': 'Seattle-Woodinville via SR 520 (EB PM)',
'StartPoint': {'Description': 'I-5 @ University St in Seattle',
'Direction': 'N',
'Latitude': 47.609294,
'Longitude': -122.331759,
'MilePost': 165.83,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 295},
{'AverageTime': 14,
'CurrentTime': 13,
'Description': 'Tacoma Dome in Tacoma To NB I-5 @ So. 320th St in Federal Way',
'Distance': 9.89,
'EndPoint': {'Description': 'I-5 @ So. 320th St in Federal Way',
'Direction': 'N',
'Latitude': 47.315446,
'Longitude': -122.296702,
'MilePost': 143.98,
'RoadName': '005'},
'Name': 'NB I-5,Tacoma To Federal Way',
'StartPoint': {'Description': 'I-5 @ Tacoma Dome in Tacoma',
'Direction': 'N',
'Latitude': 47.234492,
'Longitude': -122.427958,
'MilePost': 134.09,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 303},
{'AverageTime': 17,
'CurrentTime': 30,
'Description': 'Olympia to Marvin Rd SR510 in Lacey',
'Distance': 6.62,
'EndPoint': {'Description': 'I-5 @ Marvin Rd I/C in Lacey',
'Direction': 'N',
'Latitude': 47.063333,
'Longitude': -122.765327,
'MilePost': 112.0,
'RoadName': 'I-5'},
'Name': 'NB I-5 Olympia to Lacey (SR510)',
'StartPoint': {'Description': 'I-5 @ 14th Ave in Olympia',
'Direction': 'N',
'Latitude': 47.032492,
'Longitude': -122.891484,
'MilePost': 105.38,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 310},
{'AverageTime': 9,
'CurrentTime': 9,
'Description': 'JBLM Main Gate to Marvin Rd SR510 in Lacey',
'Distance': 9.1,
'EndPoint': {'Description': 'I-5 @ Marvin Rd SR510 in Lacey',
'Direction': 'S',
'Latitude': 47.063333,
'Longitude': -122.765327,
'MilePost': 112.0,
'RoadName': 'I-5'},
'Name': 'SB I-5 JBLM Main Gate to Lacey (SR510) SB',
'StartPoint': {'Description': 'I-5 @ JBLM Main Gate',
'Direction': 'S',
'Latitude': 47.10409,
'Longitude': -122.588362,
'MilePost': 121.04,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 311},
{'AverageTime': 19,
'CurrentTime': 25,
'Description': 'Marvin Rd/SR510 in Lacey To JBLM Main Gate',
'Distance': 9.1,
'EndPoint': {'Description': 'I-5 @ JBLM Main Gate',
'Direction': 'N',
'Latitude': 47.10409,
'Longitude': -122.588362,
'MilePost': 121.04,
'RoadName': 'I-5'},
'Name': 'NB I-5 Lacey (SR510) to JBLM Main Gate',
'StartPoint': {'Description': 'I-5 @ Marvin Rd IC in Lacey',
'Direction': 'N',
'Latitude': 47.063333,
'Longitude': -122.765327,
'MilePost': 112.0,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 312},
{'AverageTime': 29,
'CurrentTime': 30,
'Description': 'Tacoma Dome in Tacoma To 14th Ave in Olympia',
'Distance': 28.77,
'EndPoint': {'Description': 'I-5 @ 14th Ave in Olympia',
'Direction': 'S',
'Latitude': 47.064447,
'Longitude': -122.759508,
'MilePost': 105.38,
'RoadName': 'I-5'},
'Name': 'SB I-5 Tacoma To Olympia',
'StartPoint': {'Description': 'I-5 @ Tacoma Dome in Tacoma',
'Direction': 'S',
'Latitude': 47.234492,
'Longitude': -122.427958,
'MilePost': 134.09,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 313},
{'AverageTime': 7,
'CurrentTime': 6,
'Description': 'Pierce King County Line to Tacoma Dome',
'Distance': 5.32,
'EndPoint': {'Description': 'I-5 @ Tacoma Dome in Tacoma',
'Direction': 'S',
'Latitude': 47.234492,
'Longitude': -122.427958,
'MilePost': 134.09,
'RoadName': 'I-5'},
'Name': 'SB I-5 Pierce King County Line To Tacoma',
'StartPoint': {'Description': 'I-5 @ Pierce King County Line',
'Direction': 'S',
'Latitude': 47.255624,
'Longitude': -122.33113,
'MilePost': 139.41,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 314},
{'AverageTime': 25,
'CurrentTime': 51,
'Description': 'Region boundary to Tukwila',
'Distance': 15.11,
'EndPoint': {'Description': 'I-5 @ I-405 in Tukwila',
'Direction': 'N',
'Latitude': 47.463303,
'Longitude': -122.262701,
'MilePost': 154.8,
'RoadName': 'I-5'},
'Name': 'King County Line to Tukwila',
'StartPoint': {'Description': 'I-5 @ King County Line MP 139.38',
'Direction': 'N',
'Latitude': 47.334789,
'Longitude': -122.293778,
'MilePost': 139.69,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 316},
{'AverageTime': 25,
'CurrentTime': 30,
'Description': 'N/O Marvin Rd SR510 in Lacey To SR 512 in Lakewood',
'Distance': 14.8,
'EndPoint': {'Description': 'I-5 @ SR 512 in Lakewood',
'Direction': 'N',
'Latitude': 47.163299,
'Longitude': -122.479422,
'MilePost': 127.35,
'RoadName': 'I-5'},
'Name': 'NB I-5 SR510 to SR 512',
'StartPoint': {'Description': '',
'Direction': 'N',
'Latitude': 0.0,
'Longitude': 0.0,
'MilePost': 112.61,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 318},
{'AverageTime': 7,
'CurrentTime': 7,
'Description': 'Mounts Rd in DuPont To Martin Way E in Lacey',
'Distance': 6.99,
'EndPoint': {'Description': 'I-5 @ Martin Way E in Lacey',
'Direction': 'S',
'Latitude': 47.047436,
'Longitude': -122.821408,
'MilePost': 109.18,
'RoadName': 'I-5'},
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{'AverageTime': 18,
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'Longitude': 0.0,
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{'AverageTime': 4,
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'RoadName': 'I-5'},
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{'AverageTime': 17,
'CurrentTime': 22,
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{'AverageTime': 33,
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'RoadName': 'I-5'},
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'RoadName': 'I-5'},
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{'AverageTime': 10,
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'RoadName': 'I-5'},
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{'AverageTime': 14,
'CurrentTime': 19,
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'RoadName': 'I-5'},
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'RoadName': 'I-5'},
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{'AverageTime': 14,
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'Latitude': 45.642222,
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'RoadName': 'I-5'},
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{'AverageTime': 12,
'CurrentTime': 12,
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'RoadName': 'I-205'},
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'Direction': 'S',
'Latitude': 45.646387,
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'RoadName': 'I-5'},
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{'AverageTime': 19,
'CurrentTime': 20,
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'Latitude': 45.587222,
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{'AverageTime': 17,
'CurrentTime': 22,
'Description': '192nd Ave to I-5/I-84 Jct. via SR-14 and I-5',
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'EndPoint': {'Description': 'I-5 and I-84 JCT in Portland',
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'RoadName': 'I-5'},
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'Latitude': 45.587223,
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'RoadName': 'SR 14'},
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{'AverageTime': 38,
'CurrentTime': 40,
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'MilePost': 1.96,
'RoadName': 'I-205'},
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'Latitude': 45.753766,
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'RoadName': 'I-5'},
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{'AverageTime': 13,
'CurrentTime': 13,
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'MilePost': 24.77,
'RoadName': 'I-205'},
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'Latitude': 45.732778,
'Longitude': -122.656944,
'MilePost': 8.24,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667000000-0700)/',
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{'AverageTime': 5,
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'RoadName': 'I-205'},
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'RoadName': 'I-205'},
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'RoadName': 'I-205'},
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{'AverageTime': 8,
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'CurrentTime': 13,
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'RoadName': 'I-5'},
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'RoadName': 'I-5'},
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{'AverageTime': 33,
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{'AverageTime': 24,
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'RoadName': 'I-5'},
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'RoadName': 'I-5'},
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'CurrentTime': 14,
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'RoadName': 'I-5'},
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'RoadName': 'I-405'},
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{'AverageTime': 7,
'CurrentTime': 7,
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'RoadName': 'I-205'},
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{'AverageTime': 16,
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'RoadName': 'I-5'},
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'EndPoint': {'Description': 'Camas',
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'Name': 'Rose Quarter to Camas via 1-84',
'StartPoint': {'Description': 'Rose Quarter in Portland',
'Direction': 'E',
'Latitude': 45.52048,
'Longitude': -122.665,
'MilePost': 0.1,
'RoadName': 'I-84'},
'TimeUpdated': '/Date(1502667000000-0700)/',
'TravelTimeID': 371},
{'AverageTime': 20,
'CurrentTime': 22,
'Description': 'Rose Quarter to Clark County Fairgrounds',
'Distance': 15.76,
'EndPoint': {'Description': 'I-5 and 179th St in Vancouver',
'Direction': 'N',
'Latitude': 45.754301,
'Longitude': -122.663841,
'MilePost': 9.76,
'RoadName': 'I-5'},
'Name': 'Rose Quarter to Clark County Fairgrounds via 1-5',
'StartPoint': {'Description': 'Rose Quarter in Portland',
'Direction': 'N',
'Latitude': 45.53625,
'Longitude': -122.667,
'MilePost': 302.5,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667000000-0700)/',
'TravelTimeID': 372},
{'AverageTime': 35,
'CurrentTime': 37,
'Description': 'Tualatin OR to Salmon Creek WA',
'Distance': 35.05,
'EndPoint': {'Description': 'Salmon Creek WA',
'Direction': 'N',
'Latitude': 45.707495,
'Longitude': -122.631733,
'MilePost': 36.67,
'RoadName': 'I-205'},
'Name': 'Tualatin OR to Salmon Creek WA - via 205',
'StartPoint': {'Description': 'Tualatin OR',
'Direction': 'N',
'Latitude': 45.37297,
'Longitude': -122.73,
'MilePost': 1.96,
'RoadName': 'I-205'},
'TimeUpdated': '/Date(1502667000000-0700)/',
'TravelTimeID': 373},
{'AverageTime': 35,
'CurrentTime': 34,
'Description': 'Tualatin OR to Salmon Creek WA',
'Distance': 28.34,
'EndPoint': {'Description': 'I-5 and 134th St in Vancouver',
'Direction': 'N',
'Latitude': 45.716985,
'Longitude': -122.654515,
'MilePost': 7.3,
'RoadName': 'I-5'},
'Name': 'Tualatin OR to Salmon Creek WA via 1-5',
'StartPoint': {'Description': 'Tualatin OR in Portland',
'Direction': 'N',
'Latitude': 45.35355,
'Longitude': -122.765,
'MilePost': 287.46,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667000000-0700)/',
'TravelTimeID': 374},
{'AverageTime': 8,
'CurrentTime': 12,
'Description': '63rd St to I-5/I-405 Jct.',
'Distance': 8.03,
'EndPoint': {'Description': 'I-5 and I-405 JCT in Portland',
'Direction': 'S',
'Latitude': 45.55632,
'Longitude': -122.67901,
'MilePost': 303.47,
'RoadName': 'I-5'},
'Name': 'I-5 SB and 63rd to I-405 JCT North',
'StartPoint': {'Description': 'I-5 and 63rd in Vancouver',
'Direction': 'S',
'Latitude': 45.668141,
'Longitude': -122.666701,
'MilePost': 3.1,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667000000-0700)/',
'TravelTimeID': 375},
{'AverageTime': 11,
'CurrentTime': 17,
'Description': '63rd to US-26 West',
'Distance': 12.14,
'EndPoint': {'Description': 'US26 in Portland',
'Direction': 'S',
'Latitude': 45.51348,
'Longitude': -122.66793,
'MilePost': 1.77,
'RoadName': 'I-405'},
'Name': 'I-5 SB and 63rd to US26',
'StartPoint': {'Description': 'I-5 SB and 63rd in Vancouver',
'Direction': 'S',
'Latitude': 45.668141,
'Longitude': -122.666701,
'MilePost': 3.1,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667000000-0700)/',
'TravelTimeID': 376},
{'AverageTime': 10,
'CurrentTime': 11,
'Description': 'I-5 and Fourth Plain to SR 502',
'Distance': 10.26,
'EndPoint': {'Description': 'I-5 and SR 502',
'Direction': 'N',
'Latitude': 45.78126569,
'Longitude': -122.672017,
'MilePost': 11.67,
'RoadName': 'I-5'},
'Name': 'I-5 and Fourth Plain to SR 502',
'StartPoint': {'Description': 'I-5 and Fourth Plain',
'Direction': 'N',
'Latitude': 45.63633996,
'Longitude': -122.662113,
'MilePost': 1.41,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667000000-0700)/',
'TravelTimeID': 377},
{'AverageTime': 22,
'CurrentTime': 22,
'Description': 'I-205 SB and 18th St to SR14 to I-5 to I-84 JCT',
'Distance': 15.74,
'EndPoint': {'Description': 'I-5 and I-84 JCT in Portland',
'Direction': 'S',
'Latitude': 45.54485,
'Longitude': -122.67707,
'MilePost': 302.17,
'RoadName': 'I-5'},
'Name': 'I-205 SB and 18th St to SR14 to I-5 to I-84 JCT',
'StartPoint': {'Description': 'I-205 SB and 18th St to SR14 to I-5 in Vancouver',
'Direction': 'S',
'Latitude': 45.628406,
'Longitude': -122.559927,
'MilePost': 29.87,
'RoadName': 'I-205'},
'TimeUpdated': '/Date(1502667000000-0700)/',
'TravelTimeID': 378},
{'AverageTime': 16,
'CurrentTime': 17,
'Description': 'I-205 SB and 18th St to I-84 to I-5 JCT',
'Distance': 14.51,
'EndPoint': {'Description': 'I-84 to I-5 JCT',
'Direction': 'W',
'Latitude': 45.52976,
'Longitude': -122.64923,
'MilePost': 0.45,
'RoadName': 'I-84'},
'Name': 'I-205 SB and 18th St to I-84 to I-5 JCT',
'StartPoint': {'Description': 'I-205 SB and 18th St in Vancouver',
'Direction': 'S',
'Latitude': 45.640957,
'Longitude': -122.563394,
'MilePost': 29.87,
'RoadName': 'I-205'},
'TimeUpdated': '/Date(1502667000000-0700)/',
'TravelTimeID': 379},
{'AverageTime': 10,
'CurrentTime': 11,
'Description': 'Federal Way (320th) to Tacoma Dome',
'Distance': 9.55,
'EndPoint': {'Description': 'I-5 @ Tacoma Dome MP 134',
'Direction': 'S',
'Latitude': 47.234857,
'Longitude': -122.426813,
'MilePost': 134.09,
'RoadName': '005'},
'Name': 'Federal Way-Tacoma (SB PM)',
'StartPoint': {'Description': 'I-5 @ Federal Way VMS MP 145.22',
'Direction': 'S',
'Latitude': 47.315327,
'Longitude': -122.297855,
'MilePost': 143.64,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 382},
{'AverageTime': 21,
'CurrentTime': 21,
'Description': 'SR14 and Cascade Pk to I-5 and I-84 JCT',
'Distance': 14.9,
'EndPoint': {'Description': 'I-5 and I-84 JCT in Portland',
'Direction': 'S',
'Latitude': 45.53295,
'Longitude': -122.66641,
'MilePost': 302.17,
'RoadName': 'I-5'},
'Name': '019 SR14 and Cascade Pk to I-5 and I-84 JCT',
'StartPoint': {'Description': 'SR14 and Cascade Park in Vancouver',
'Direction': 'W',
'Latitude': 45.596111,
'Longitude': -122.519722,
'MilePost': 7.72,
'RoadName': 'SR 14'},
'TimeUpdated': '/Date(1502667000000-0700)/',
'TravelTimeID': 384},
{'AverageTime': 18,
'CurrentTime': 18,
'Description': 'SR14 and Cascade Pk to I-205 to I-5 and I-84 JCT',
'Distance': 14.22,
'EndPoint': {'Description': 'I-5 and I-84 JCT in Portland',
'Direction': 'W',
'Latitude': 45.5256,
'Longitude': -122.66046,
'MilePost': 0.45,
'RoadName': 'I-84'},
'Name': '020 SR14 and Cascade Pk to I-205 to I-5 and I-84 JCT',
'StartPoint': {'Description': 'SR14 and Cascade Park in Vancouver',
'Direction': 'W',
'Latitude': 45.596111,
'Longitude': -122.519722,
'MilePost': 7.72,
'RoadName': 'SR 14'},
'TimeUpdated': '/Date(1502667000000-0700)/',
'TravelTimeID': 385},
{'AverageTime': 9,
'CurrentTime': 9,
'Description': 'EB SR 16 Olympic Dr WB To EB SR 16 Sprague EB On Ramp',
'Distance': 8.38,
'EndPoint': {'Description': 'SR 16 @ Sprague EB On Ramp in Tacoma',
'Direction': 'E',
'Latitude': 47.23519072,
'Longitude': -122.467893,
'MilePost': 1.0,
'RoadName': 'SR 16'},
'Name': 'EB SR 16, Olympic Dr To I-5 Jct',
'StartPoint': {'Description': 'SR 16 @ Olympic Dr WB in Gig Harbor',
'Direction': 'E',
'Latitude': 47.30933,
'Longitude': -122.57979,
'MilePost': 11.07,
'RoadName': 'SR 16'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 386},
{'AverageTime': 3,
'CurrentTime': 3,
'Description': 'EB SR 16 Olympic Dr WB To TNB-West',
'Distance': 2.66,
'EndPoint': {'Description': 'SR 16 @ TNB-West in Gig Harbor',
'Direction': 'E',
'Latitude': 47.27566,
'Longitude': -122.56045,
'MilePost': 8.41,
'RoadName': 'SR 16'},
'Name': 'EB SR 16, Olympic Dr To TNB-West',
'StartPoint': {'Description': 'SR 16 @ Olympic Dr WB in Gig Harbor',
'Direction': 'E',
'Latitude': 47.30933,
'Longitude': -122.57979,
'MilePost': 11.07,
'RoadName': 'SR 16'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 387},
{'AverageTime': 17,
'CurrentTime': 17,
'Description': 'SB I-5 Port of Tacoma To JBLM Main Gate',
'Distance': 15.7,
'EndPoint': {'Description': 'I-5 @ JBLM Main Gate',
'Direction': 'S',
'Latitude': 47.10493656,
'Longitude': -122.585386,
'MilePost': 121.04,
'RoadName': 'I-5'},
'Name': 'SB I-5, PoT To JBLM Main Gate',
'StartPoint': {'Description': 'I-5 @ PoT in Tacoma',
'Direction': 'S',
'Latitude': 47.240541,
'Longitude': -122.372755,
'MilePost': 136.74,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 388},
{'AverageTime': 5,
'CurrentTime': 5,
'Description': 'SB I-5 Port of Tacoma To SR 16',
'Distance': 3.83,
'EndPoint': {'Description': 'I-5 @ SR 16 in Tacoma',
'Direction': 'S',
'Latitude': 47.2301825,
'Longitude': -122.449769,
'MilePost': 132.91,
'RoadName': 'I-5'},
'Name': 'SB I-5, PoT To SR 16',
'StartPoint': {'Description': 'I-5 @ PoT in Tacoma',
'Direction': 'S',
'Latitude': 47.240541,
'Longitude': -122.372755,
'MilePost': 136.74,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 389},
{'AverageTime': 11,
'CurrentTime': 11,
'Description': 'SB I-5 Port of Tacoma To SR 512',
'Distance': 9.39,
'EndPoint': {'Description': 'I-5 @ SR 512 in Lakewood',
'Direction': 'S',
'Latitude': 47.16158351,
'Longitude': -122.481133,
'MilePost': 127.35,
'RoadName': 'I-5'},
'Name': 'SB I-5, PoT To SR 512',
'StartPoint': {'Description': 'I-5 @ PoT in Tacoma',
'Direction': 'S',
'Latitude': 47.240541,
'Longitude': -122.372755,
'MilePost': 136.74,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 390},
{'AverageTime': 22,
'CurrentTime': 20,
'Description': 'SB I-5 Pierce King County Line To JBLM Main Gate',
'Distance': 18.37,
'EndPoint': {'Description': 'I-5 @ JBLM Main Gate',
'Direction': 'S',
'Latitude': 47.10493656,
'Longitude': -122.585386,
'MilePost': 121.04,
'RoadName': 'I-5'},
'Name': 'SB I-5, PKCL To JBLM Main Gate',
'StartPoint': {'Description': 'I-5 @ Pierce King County Line',
'Direction': 'S',
'Latitude': 47.255624,
'Longitude': -122.33113,
'MilePost': 139.41,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 401},
{'AverageTime': 9,
'CurrentTime': 8,
'Description': 'SB I-5 Pierce King County Line To SR 16',
'Distance': 6.5,
'EndPoint': {'Description': 'I-5 @ SR 16 in Tacoma',
'Direction': 'S',
'Latitude': 47.2301825,
'Longitude': -122.449769,
'MilePost': 132.91,
'RoadName': 'I-5'},
'Name': 'SB I-5, PKCL To SR 16',
'StartPoint': {'Description': 'I-5 @ Pierce King County Line',
'Direction': 'S',
'Latitude': 47.255624,
'Longitude': -122.33113,
'MilePost': 139.41,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 402},
{'AverageTime': 15,
'CurrentTime': 14,
'Description': 'SB I-5 Pierce King County Line To SR 512',
'Distance': 12.06,
'EndPoint': {'Description': 'I-5 @ SR 512 in Lakewood',
'Direction': 'S',
'Latitude': 47.16158351,
'Longitude': -122.481133,
'MilePost': 127.35,
'RoadName': 'I-5'},
'Name': 'SB I-5, PKCL To SR 512',
'StartPoint': {'Description': 'I-5 @ Pierce King County Line',
'Direction': 'S',
'Latitude': 47.255624,
'Longitude': -122.33113,
'MilePost': 139.41,
'RoadName': 'I-5'},
'TimeUpdated': '/Date(1502667300000-0700)/',
'TravelTimeID': 403}]
Much more readable, now let's transoform it into a data frame.
wsdot_traffic_df = json_normalize(raw_json)
wsdot_traffic_df
| AverageTime | CurrentTime | Description | Distance | EndPoint.Description | EndPoint.Direction | EndPoint.Latitude | EndPoint.Longitude | EndPoint.MilePost | EndPoint.RoadName | Name | StartPoint.Description | StartPoint.Direction | StartPoint.Latitude | StartPoint.Longitude | StartPoint.MilePost | StartPoint.RoadName | TimeUpdated | TravelTimeID | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 30 | 34 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Everett-Seattle (SB AM) | I-5 @ 41st St in Everett | S | 47.924280 | -122.265480 | 192.55 | I-5 | /Date(1502667300000-0700)/ | 2 |
| 1 | 27 | 28 | Downtown Seattle to Everett using HOV lanes | 26.94 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | HOV Seattle-Everett (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | /Date(1502667300000-0700)/ | 3 |
| 2 | 27 | 28 | Downtown Seattle to Everett | 26.94 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | Seattle-Everett (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | /Date(1502667300000-0700)/ | 4 |
| 3 | 11 | 11 | Downtown Bellevue to Issaquah | 9.55 | I-90 @ Front St in Issaquah | E | 47.541799 | -122.037396 | 16.96 | I-90 | Bellevue-Issaquah (EB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | /Date(1502667300000-0700)/ | 5 |
| 4 | 11 | 11 | Downtown Bellevue to Issaquah using HOV lanes | 9.55 | I-90 @ Front St in Issaquah | E | 47.541799 | -122.037396 | 16.96 | I-90 | HOV Bellevue-Issaquah (EB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | /Date(1502667300000-0700)/ | 6 |
| 5 | 10 | 10 | Issaquah to Downtown Bellevue using HOV lanes | 9.48 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | HOV Issaquah-Bellevue (WB AM) | I-90 @ Front St in Issaquah | W | 47.541799 | -122.037396 | 16.96 | I-90 | /Date(1502667300000-0700)/ | 7 |
| 6 | 11 | 13 | Issaquah to Downtown Bellevue | 9.48 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | Issaquah-Bellevue (WB AM) | I-90 @ Front St in Issaquah | W | 47.541799 | -122.037396 | 16.96 | I-90 | /Date(1502667300000-0700)/ | 8 |
| 7 | 26 | 26 | Downtown Bellevue to Everett | 26.06 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | Bellevue-Everett (NB PM) | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | /Date(1502667300000-0700)/ | 9 |
| 8 | 28 | 27 | Everett to Downtown Bellevue | 26.34 | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | Everett-Bellevue (SB AM) | I-5 @ 41st St in Everett | S | 47.924280 | -122.265480 | 192.55 | I-5 | /Date(1502667300000-0700)/ | 10 |
| 9 | 26 | 26 | Downtown Bellevue to Everett using HOV lanes | 26.06 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | HOV Bellevue-Everett (NB PM) | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | /Date(1502667300000-0700)/ | 11 |
| 10 | 27 | 27 | Everett to Downtown Bellevue using HOV lanes | 26.34 | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | HOV Everett-Bellevue (SB AM) | I-5 @ 41st St in Everett | S | 47.924280 | -122.265480 | 192.55 | I-5 | /Date(1502667300000-0700)/ | 12 |
| 11 | 17 | 37 | Federal Way to SeaTac | 8.82 | I-5 @ S 188th St in SeaTac | N | 47.438760 | -122.269470 | 152.80 | I-5 | Federal Way-SeaTac (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | /Date(1502667300000-0700)/ | 13 |
| 12 | 12 | 10 | Federal Way to SeaTac using HOV lanes | 8.82 | I-5 @ S 188th St in SeaTac | N | 47.438760 | -122.269470 | 152.80 | I-5 | HOV Federal Way-SeaTac (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | /Date(1502667300000-0700)/ | 14 |
| 13 | 9 | 9 | SeaTac to Federal Way using HOV lanes | 9.16 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | HOV SeaTac-Federal Way (SB PM) | I-5 @ S 188th St in SeaTac | S | 47.438760 | -122.269470 | 152.80 | I-5 | /Date(1502667300000-0700)/ | 15 |
| 14 | 9 | 9 | SeaTac to Federal Way | 9.16 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | SeaTac-Federal Way (SB PM) | I-5 @ S 188th St in SeaTac | S | 47.438760 | -122.269470 | 152.80 | I-5 | /Date(1502667300000-0700)/ | 16 |
| 15 | 33 | 58 | Federal Way to Downtown Seattle | 22.15 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | Federal Way-Seattle (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | /Date(1502667300000-0700)/ | 17 |
| 16 | 28 | 25 | Federal Way to Downtown Seattle using HOV lanes | 22.15 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Federal Way-Seattle (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | /Date(1502667300000-0700)/ | 18 |
| 17 | 22 | 23 | Downtown Seattle to Federal Way using HOV lanes | 22.19 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | HOV Seattle-Federal Way (SB PM) | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | /Date(1502667300000-0700)/ | 19 |
| 18 | 22 | 22 | Downtown Seattle to Federal Way | 22.19 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | Seattle-Federal Way (SB PM) | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | /Date(1502667300000-0700)/ | 20 |
| 19 | 27 | 50 | Downtown Bellevue to Federal Way | 24.56 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | Bellevue-Federal Way (SB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | /Date(1502667300000-0700)/ | 21 |
| 20 | 35 | 56 | Federal Way to Downtown Bellevue | 23.58 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | Federal Way-Bellevue (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | /Date(1502667300000-0700)/ | 22 |
| 21 | 26 | 33 | Downtown Bellevue to Federal Way using HOV lanes | 24.56 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | HOV Bellevue-Federal Way (SB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | /Date(1502667300000-0700)/ | 23 |
| 22 | 30 | 27 | Federal Way to Downtown Bellevue using HOV lanes | 23.58 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | HOV Federal Way-Bellevue (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | /Date(1502667300000-0700)/ | 24 |
| 23 | 16 | 17 | Downtown Seattle to Lynnwood using HOV lanes | 15.73 | I-5 @ 196th St SW in Lynnwood | N | 47.819545 | -122.279109 | 181.56 | I-5 | HOV Seattle-Lynnwood (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | /Date(1502667300000-0700)/ | 25 |
| 24 | 19 | 23 | Lynnwood to Downtown Seattle | 15.23 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | Lynnwood-Seattle (SB AM) | I-5 @ 196th St SW in Lynnwood | S | 47.817269 | -122.285137 | 181.06 | I-5 | /Date(1502667300000-0700)/ | 26 |
| 25 | 16 | 18 | Downtown Seattle to Lynnwood | 15.73 | I-5 @ 196th St SW in Lynnwood | N | 47.819545 | -122.279109 | 181.56 | I-5 | Seattle-Lynnwood (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | /Date(1502667300000-0700)/ | 27 |
| 26 | 0 | 0 | Lynnwood to Downtown Seattle using express lan... | 0.00 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Lynnwood-Seattle (SB REV) | I-5 @ 196th St SW in Lynnwood | S | 47.817269 | -122.285137 | 181.06 | I-5 | /Date(1502667300000-0700)/ | 28 |
| 27 | 0 | 0 | Lynnwood to Downtown Seattle using express lanes | 0.00 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | Lynnwood-Seattle (SB REV) | I-5 @ 196th St SW in Lynnwood | S | 47.817269 | -122.285137 | 181.06 | I-5 | /Date(1502667300000-0700)/ | 29 |
| 28 | 17 | 21 | Renton to Downtown Seattle using HOV lanes | 13.77 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Renton-Seattle (NB AM) | I-405 @ SR 167 in Renton | S | 47.467434 | -122.219631 | 2.21 | I-405 | /Date(1502667300000-0700)/ | 30 |
| 29 | 15 | 14 | Downtown Seattle to Renton using HOV lanes | 13.61 | I-405 @ SR 167 in Renton | N | 47.467434 | -122.219631 | 2.21 | I-405 | HOV Seattle-Renton (SB PM) | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | /Date(1502667300000-0700)/ | 31 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 150 | 24 | 25 | Camas to Rose Quarter | 21.15 | I-5 and I-84 JCT in Portland | W | 45.525600 | -122.660460 | 0.45 | I-84 | Camas to Rose Quarter via 205 and I-84 | SR14 and Union St in Camas | W | 45.580300 | -122.385324 | 14.65 | SR 14 | /Date(1502667000000-0700)/ | 361 |
| 151 | 14 | 15 | Clark County Fairgrounds to Delta Park | 10.82 | I-5 Delta Park in Portland | S | 45.603280 | -122.683520 | 307.35 | I-5 | Clark County Fairgrounds to Delta Park | I-5 SB and 179th St in Vancouver | S | 45.754301 | -122.663841 | 9.77 | I-5 | /Date(1502667000000-0700)/ | 362 |
| 152 | 13 | 15 | Clark County Fairgrounds to Portland Internati... | 14.32 | I-205 and Airport Way in Portland | S | 45.571880 | -122.550940 | 24.77 | I-205 | Clark County Fairgrounds to Portland Internati... | I-5 and 179th St in Vancouver | S | 45.754301 | -122.663841 | 9.77 | I-5 | /Date(1502667000000-0700)/ | 363 |
| 153 | 19 | 20 | Clark County Fairgrounds to Rose Quarter | 15.66 | I-5 and Rose Quarter in Portland | S | 45.536250 | -122.667270 | 302.51 | I-5 | Clark County Fairgrounds to Rose Quarter | I-5 and 179th St in Vancouver | S | 45.754301 | -122.663841 | 9.77 | I-5 | /Date(1502667000000-0700)/ | 364 |
| 154 | 14 | 15 | Delta Park to Clark County Fairgrounds | 10.36 | I-5 and 179th St in Vancouver | N | 45.754301 | -122.663841 | 9.76 | I-5 | Delta Park to Clark County Fairgrounds | Delta Park in Portland | N | 45.611460 | -122.679000 | 307.90 | I-5 | /Date(1502667000000-0700)/ | 365 |
| 155 | 14 | 14 | Fremont Bridge to Hazel Dell | 9.28 | I-5 and 78th St Hazel Dell in Vancouver | N | 45.676544 | -122.664559 | 4.25 | I-5 | Fremont Bridge to Hazel Dell | Fremont Bridge in Portland | N | 45.547310 | -122.678900 | 303.47 | I-5 | /Date(1502667000000-0700)/ | 366 |
| 156 | 38 | 18 | I-405-US 26 to Hazel Dell | 12.71 | I-5 and 78th St Hazel Dell in Vancouver | N | 45.676544 | -122.664559 | 4.25 | I-5 | I-405-US 26 to Hazel Dell | I-405/US26 in Portland | N | 45.516880 | -122.688000 | 1.77 | I-405 | /Date(1502667000000-0700)/ | 367 |
| 157 | 7 | 7 | I-84 to Mill Plain | 7.02 | Mill Plain in Vancouver | N | 45.621409 | -122.559835 | 28.36 | I-205 | I-84 to Mill Plain via 205 | I-84 in Portland | N | 45.534880 | -122.565000 | 21.68 | I-205 | /Date(1502667000000-0700)/ | 368 |
| 158 | 16 | 16 | Portland International Airport Exit to Clark C... | 14.46 | Clark County Fairgrounds | N | 45.754301 | -122.663841 | 9.76 | I-5 | Portland International Airport Exit to Clark C... | Portland International Airport Exit | N | 45.572100 | -122.548000 | 24.92 | I-205 | /Date(1502667000000-0700)/ | 369 |
| 159 | 26 | 26 | Rose Quarter to Camas | 21.12 | Camas | E | 45.580300 | -122.385324 | 14.65 | SR 14 | Rose Quarter to Camas via 1-5 | Rose Quarter in Portland | N | 45.536250 | -122.667000 | 302.50 | I-5 | /Date(1502667000000-0700)/ | 370 |
| 160 | 23 | 23 | Rose Quarter to Camas | 20.97 | Camas | E | 45.580300 | -122.385324 | 14.65 | SR 14 | Rose Quarter to Camas via 1-84 | Rose Quarter in Portland | E | 45.520480 | -122.665000 | 0.10 | I-84 | /Date(1502667000000-0700)/ | 371 |
| 161 | 20 | 22 | Rose Quarter to Clark County Fairgrounds | 15.76 | I-5 and 179th St in Vancouver | N | 45.754301 | -122.663841 | 9.76 | I-5 | Rose Quarter to Clark County Fairgrounds via 1-5 | Rose Quarter in Portland | N | 45.536250 | -122.667000 | 302.50 | I-5 | /Date(1502667000000-0700)/ | 372 |
| 162 | 35 | 37 | Tualatin OR to Salmon Creek WA | 35.05 | Salmon Creek WA | N | 45.707495 | -122.631733 | 36.67 | I-205 | Tualatin OR to Salmon Creek WA - via 205 | Tualatin OR | N | 45.372970 | -122.730000 | 1.96 | I-205 | /Date(1502667000000-0700)/ | 373 |
| 163 | 35 | 34 | Tualatin OR to Salmon Creek WA | 28.34 | I-5 and 134th St in Vancouver | N | 45.716985 | -122.654515 | 7.30 | I-5 | Tualatin OR to Salmon Creek WA via 1-5 | Tualatin OR in Portland | N | 45.353550 | -122.765000 | 287.46 | I-5 | /Date(1502667000000-0700)/ | 374 |
| 164 | 8 | 12 | 63rd St to I-5/I-405 Jct. | 8.03 | I-5 and I-405 JCT in Portland | S | 45.556320 | -122.679010 | 303.47 | I-5 | I-5 SB and 63rd to I-405 JCT North | I-5 and 63rd in Vancouver | S | 45.668141 | -122.666701 | 3.10 | I-5 | /Date(1502667000000-0700)/ | 375 |
| 165 | 11 | 17 | 63rd to US-26 West | 12.14 | US26 in Portland | S | 45.513480 | -122.667930 | 1.77 | I-405 | I-5 SB and 63rd to US26 | I-5 SB and 63rd in Vancouver | S | 45.668141 | -122.666701 | 3.10 | I-5 | /Date(1502667000000-0700)/ | 376 |
| 166 | 10 | 11 | I-5 and Fourth Plain to SR 502 | 10.26 | I-5 and SR 502 | N | 45.781266 | -122.672017 | 11.67 | I-5 | I-5 and Fourth Plain to SR 502 | I-5 and Fourth Plain | N | 45.636340 | -122.662113 | 1.41 | I-5 | /Date(1502667000000-0700)/ | 377 |
| 167 | 22 | 22 | I-205 SB and 18th St to SR14 to I-5 to I-84 JCT | 15.74 | I-5 and I-84 JCT in Portland | S | 45.544850 | -122.677070 | 302.17 | I-5 | I-205 SB and 18th St to SR14 to I-5 to I-84 JCT | I-205 SB and 18th St to SR14 to I-5 in Vancouver | S | 45.628406 | -122.559927 | 29.87 | I-205 | /Date(1502667000000-0700)/ | 378 |
| 168 | 16 | 17 | I-205 SB and 18th St to I-84 to I-5 JCT | 14.51 | I-84 to I-5 JCT | W | 45.529760 | -122.649230 | 0.45 | I-84 | I-205 SB and 18th St to I-84 to I-5 JCT | I-205 SB and 18th St in Vancouver | S | 45.640957 | -122.563394 | 29.87 | I-205 | /Date(1502667000000-0700)/ | 379 |
| 169 | 10 | 11 | Federal Way (320th) to Tacoma Dome | 9.55 | I-5 @ Tacoma Dome MP 134 | S | 47.234857 | -122.426813 | 134.09 | 005 | Federal Way-Tacoma (SB PM) | I-5 @ Federal Way VMS MP 145.22 | S | 47.315327 | -122.297855 | 143.64 | I-5 | /Date(1502667300000-0700)/ | 382 |
| 170 | 21 | 21 | SR14 and Cascade Pk to I-5 and I-84 JCT | 14.90 | I-5 and I-84 JCT in Portland | S | 45.532950 | -122.666410 | 302.17 | I-5 | 019 SR14 and Cascade Pk to I-5 and I-84 JCT | SR14 and Cascade Park in Vancouver | W | 45.596111 | -122.519722 | 7.72 | SR 14 | /Date(1502667000000-0700)/ | 384 |
| 171 | 18 | 18 | SR14 and Cascade Pk to I-205 to I-5 and I-84 JCT | 14.22 | I-5 and I-84 JCT in Portland | W | 45.525600 | -122.660460 | 0.45 | I-84 | 020 SR14 and Cascade Pk to I-205 to I-5 and I-... | SR14 and Cascade Park in Vancouver | W | 45.596111 | -122.519722 | 7.72 | SR 14 | /Date(1502667000000-0700)/ | 385 |
| 172 | 9 | 9 | EB SR 16 Olympic Dr WB To EB SR 16 Sprague EB ... | 8.38 | SR 16 @ Sprague EB On Ramp in Tacoma | E | 47.235191 | -122.467893 | 1.00 | SR 16 | EB SR 16, Olympic Dr To I-5 Jct | SR 16 @ Olympic Dr WB in Gig Harbor | E | 47.309330 | -122.579790 | 11.07 | SR 16 | /Date(1502667300000-0700)/ | 386 |
| 173 | 3 | 3 | EB SR 16 Olympic Dr WB To TNB-West | 2.66 | SR 16 @ TNB-West in Gig Harbor | E | 47.275660 | -122.560450 | 8.41 | SR 16 | EB SR 16, Olympic Dr To TNB-West | SR 16 @ Olympic Dr WB in Gig Harbor | E | 47.309330 | -122.579790 | 11.07 | SR 16 | /Date(1502667300000-0700)/ | 387 |
| 174 | 17 | 17 | SB I-5 Port of Tacoma To JBLM Main Gate | 15.70 | I-5 @ JBLM Main Gate | S | 47.104937 | -122.585386 | 121.04 | I-5 | SB I-5, PoT To JBLM Main Gate | I-5 @ PoT in Tacoma | S | 47.240541 | -122.372755 | 136.74 | I-5 | /Date(1502667300000-0700)/ | 388 |
| 175 | 5 | 5 | SB I-5 Port of Tacoma To SR 16 | 3.83 | I-5 @ SR 16 in Tacoma | S | 47.230182 | -122.449769 | 132.91 | I-5 | SB I-5, PoT To SR 16 | I-5 @ PoT in Tacoma | S | 47.240541 | -122.372755 | 136.74 | I-5 | /Date(1502667300000-0700)/ | 389 |
| 176 | 11 | 11 | SB I-5 Port of Tacoma To SR 512 | 9.39 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | SB I-5, PoT To SR 512 | I-5 @ PoT in Tacoma | S | 47.240541 | -122.372755 | 136.74 | I-5 | /Date(1502667300000-0700)/ | 390 |
| 177 | 22 | 20 | SB I-5 Pierce King County Line To JBLM Main Gate | 18.37 | I-5 @ JBLM Main Gate | S | 47.104937 | -122.585386 | 121.04 | I-5 | SB I-5, PKCL To JBLM Main Gate | I-5 @ Pierce King County Line | S | 47.255624 | -122.331130 | 139.41 | I-5 | /Date(1502667300000-0700)/ | 401 |
| 178 | 9 | 8 | SB I-5 Pierce King County Line To SR 16 | 6.50 | I-5 @ SR 16 in Tacoma | S | 47.230182 | -122.449769 | 132.91 | I-5 | SB I-5, PKCL To SR 16 | I-5 @ Pierce King County Line | S | 47.255624 | -122.331130 | 139.41 | I-5 | /Date(1502667300000-0700)/ | 402 |
| 179 | 15 | 14 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | SB I-5, PKCL To SR 512 | I-5 @ Pierce King County Line | S | 47.255624 | -122.331130 | 139.41 | I-5 | /Date(1502667300000-0700)/ | 403 |
180 rows × 19 columns
Looks pretty good, but you'll notice the TimeUpdated column has some extra characters that prevent it from being interpreted as a true date and time.
Let's have a closer look, acessing a specific column of the dataframe and using head() to return jsut the first few rows.
wsdot_traffic_df['TimeUpdated'].head()
0 /Date(1502667300000-0700)/ 1 /Date(1502667300000-0700)/ 2 /Date(1502667300000-0700)/ 3 /Date(1502667300000-0700)/ 4 /Date(1502667300000-0700)/ Name: TimeUpdated, dtype: object
Need to prune out some bad characters.
wsdot_traffic_df['TimeUpdated'] = wsdot_traffic_df['TimeUpdated'].str.strip('/Date()')
wsdot_traffic_df['TimeUpdated'].head()
0 1502667300000-0700 1 1502667300000-0700 2 1502667300000-0700 3 1502667300000-0700 4 1502667300000-0700 Name: TimeUpdated, dtype: object
Almost there; need to chop that -700 off the end.
wsdot_traffic_df['TimeUpdated'] = wsdot_traffic_df['TimeUpdated'].str.split('-').str[0]
wsdot_traffic_df['TimeUpdated'].head()
0 1502667300000 1 1502667300000 2 1502667300000 3 1502667300000 4 1502667300000 Name: TimeUpdated, dtype: object
Ok, We've got a raw time stamp. Let's parse it into something human-readable
import datetime
wsdot_traffic_df['Timestamp'] = wsdot_traffic_df['TimeUpdated'].apply(
lambda x: datetime.datetime.fromtimestamp(int(x)/1000 - 7 * 3600).strftime('%Y-%m-%d %H:%M:%S'))
wsdot_traffic_df['Timestamp'].head()
0 2017-08-13 09:35:00 1 2017-08-13 09:35:00 2 2017-08-13 09:35:00 3 2017-08-13 09:35:00 4 2017-08-13 09:35:00 Name: Timestamp, dtype: object
Looks pretty, but python/pandas doesn't recognize it as a datetime; still thinks it's just an object. One more comand ...
wsdot_traffic_df['Timestamp'] = pd.to_datetime(wsdot_traffic_df['Timestamp'])
wsdot_traffic_df['Timestamp'].head()
0 2017-08-13 09:35:00 1 2017-08-13 09:35:00 2 2017-08-13 09:35:00 3 2017-08-13 09:35:00 4 2017-08-13 09:35:00 Name: Timestamp, dtype: datetime64[ns]
Review the whole dataframe again (sroll right to see the new TimeSTamp
wsdot_traffic_df
| AverageTime | CurrentTime | Description | Distance | EndPoint.Description | EndPoint.Direction | EndPoint.Latitude | EndPoint.Longitude | EndPoint.MilePost | EndPoint.RoadName | Name | StartPoint.Description | StartPoint.Direction | StartPoint.Latitude | StartPoint.Longitude | StartPoint.MilePost | StartPoint.RoadName | TimeUpdated | TravelTimeID | Timestamp | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 30 | 34 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Everett-Seattle (SB AM) | I-5 @ 41st St in Everett | S | 47.924280 | -122.265480 | 192.55 | I-5 | 1502667300000 | 2 | 2017-08-13 09:35:00 |
| 1 | 27 | 28 | Downtown Seattle to Everett using HOV lanes | 26.94 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | HOV Seattle-Everett (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | 1502667300000 | 3 | 2017-08-13 09:35:00 |
| 2 | 27 | 28 | Downtown Seattle to Everett | 26.94 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | Seattle-Everett (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | 1502667300000 | 4 | 2017-08-13 09:35:00 |
| 3 | 11 | 11 | Downtown Bellevue to Issaquah | 9.55 | I-90 @ Front St in Issaquah | E | 47.541799 | -122.037396 | 16.96 | I-90 | Bellevue-Issaquah (EB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | 1502667300000 | 5 | 2017-08-13 09:35:00 |
| 4 | 11 | 11 | Downtown Bellevue to Issaquah using HOV lanes | 9.55 | I-90 @ Front St in Issaquah | E | 47.541799 | -122.037396 | 16.96 | I-90 | HOV Bellevue-Issaquah (EB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | 1502667300000 | 6 | 2017-08-13 09:35:00 |
| 5 | 10 | 10 | Issaquah to Downtown Bellevue using HOV lanes | 9.48 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | HOV Issaquah-Bellevue (WB AM) | I-90 @ Front St in Issaquah | W | 47.541799 | -122.037396 | 16.96 | I-90 | 1502667300000 | 7 | 2017-08-13 09:35:00 |
| 6 | 11 | 13 | Issaquah to Downtown Bellevue | 9.48 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | Issaquah-Bellevue (WB AM) | I-90 @ Front St in Issaquah | W | 47.541799 | -122.037396 | 16.96 | I-90 | 1502667300000 | 8 | 2017-08-13 09:35:00 |
| 7 | 26 | 26 | Downtown Bellevue to Everett | 26.06 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | Bellevue-Everett (NB PM) | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | 1502667300000 | 9 | 2017-08-13 09:35:00 |
| 8 | 28 | 27 | Everett to Downtown Bellevue | 26.34 | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | Everett-Bellevue (SB AM) | I-5 @ 41st St in Everett | S | 47.924280 | -122.265480 | 192.55 | I-5 | 1502667300000 | 10 | 2017-08-13 09:35:00 |
| 9 | 26 | 26 | Downtown Bellevue to Everett using HOV lanes | 26.06 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | HOV Bellevue-Everett (NB PM) | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | 1502667300000 | 11 | 2017-08-13 09:35:00 |
| 10 | 27 | 27 | Everett to Downtown Bellevue using HOV lanes | 26.34 | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | HOV Everett-Bellevue (SB AM) | I-5 @ 41st St in Everett | S | 47.924280 | -122.265480 | 192.55 | I-5 | 1502667300000 | 12 | 2017-08-13 09:35:00 |
| 11 | 17 | 37 | Federal Way to SeaTac | 8.82 | I-5 @ S 188th St in SeaTac | N | 47.438760 | -122.269470 | 152.80 | I-5 | Federal Way-SeaTac (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502667300000 | 13 | 2017-08-13 09:35:00 |
| 12 | 12 | 10 | Federal Way to SeaTac using HOV lanes | 8.82 | I-5 @ S 188th St in SeaTac | N | 47.438760 | -122.269470 | 152.80 | I-5 | HOV Federal Way-SeaTac (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502667300000 | 14 | 2017-08-13 09:35:00 |
| 13 | 9 | 9 | SeaTac to Federal Way using HOV lanes | 9.16 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | HOV SeaTac-Federal Way (SB PM) | I-5 @ S 188th St in SeaTac | S | 47.438760 | -122.269470 | 152.80 | I-5 | 1502667300000 | 15 | 2017-08-13 09:35:00 |
| 14 | 9 | 9 | SeaTac to Federal Way | 9.16 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | SeaTac-Federal Way (SB PM) | I-5 @ S 188th St in SeaTac | S | 47.438760 | -122.269470 | 152.80 | I-5 | 1502667300000 | 16 | 2017-08-13 09:35:00 |
| 15 | 33 | 58 | Federal Way to Downtown Seattle | 22.15 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | Federal Way-Seattle (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502667300000 | 17 | 2017-08-13 09:35:00 |
| 16 | 28 | 25 | Federal Way to Downtown Seattle using HOV lanes | 22.15 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Federal Way-Seattle (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502667300000 | 18 | 2017-08-13 09:35:00 |
| 17 | 22 | 23 | Downtown Seattle to Federal Way using HOV lanes | 22.19 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | HOV Seattle-Federal Way (SB PM) | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | 1502667300000 | 19 | 2017-08-13 09:35:00 |
| 18 | 22 | 22 | Downtown Seattle to Federal Way | 22.19 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | Seattle-Federal Way (SB PM) | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | 1502667300000 | 20 | 2017-08-13 09:35:00 |
| 19 | 27 | 50 | Downtown Bellevue to Federal Way | 24.56 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | Bellevue-Federal Way (SB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | 1502667300000 | 21 | 2017-08-13 09:35:00 |
| 20 | 35 | 56 | Federal Way to Downtown Bellevue | 23.58 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | Federal Way-Bellevue (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502667300000 | 22 | 2017-08-13 09:35:00 |
| 21 | 26 | 33 | Downtown Bellevue to Federal Way using HOV lanes | 24.56 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | HOV Bellevue-Federal Way (SB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | 1502667300000 | 23 | 2017-08-13 09:35:00 |
| 22 | 30 | 27 | Federal Way to Downtown Bellevue using HOV lanes | 23.58 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | HOV Federal Way-Bellevue (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502667300000 | 24 | 2017-08-13 09:35:00 |
| 23 | 16 | 17 | Downtown Seattle to Lynnwood using HOV lanes | 15.73 | I-5 @ 196th St SW in Lynnwood | N | 47.819545 | -122.279109 | 181.56 | I-5 | HOV Seattle-Lynnwood (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | 1502667300000 | 25 | 2017-08-13 09:35:00 |
| 24 | 19 | 23 | Lynnwood to Downtown Seattle | 15.23 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | Lynnwood-Seattle (SB AM) | I-5 @ 196th St SW in Lynnwood | S | 47.817269 | -122.285137 | 181.06 | I-5 | 1502667300000 | 26 | 2017-08-13 09:35:00 |
| 25 | 16 | 18 | Downtown Seattle to Lynnwood | 15.73 | I-5 @ 196th St SW in Lynnwood | N | 47.819545 | -122.279109 | 181.56 | I-5 | Seattle-Lynnwood (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | 1502667300000 | 27 | 2017-08-13 09:35:00 |
| 26 | 0 | 0 | Lynnwood to Downtown Seattle using express lan... | 0.00 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Lynnwood-Seattle (SB REV) | I-5 @ 196th St SW in Lynnwood | S | 47.817269 | -122.285137 | 181.06 | I-5 | 1502667300000 | 28 | 2017-08-13 09:35:00 |
| 27 | 0 | 0 | Lynnwood to Downtown Seattle using express lanes | 0.00 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | Lynnwood-Seattle (SB REV) | I-5 @ 196th St SW in Lynnwood | S | 47.817269 | -122.285137 | 181.06 | I-5 | 1502667300000 | 29 | 2017-08-13 09:35:00 |
| 28 | 17 | 21 | Renton to Downtown Seattle using HOV lanes | 13.77 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Renton-Seattle (NB AM) | I-405 @ SR 167 in Renton | S | 47.467434 | -122.219631 | 2.21 | I-405 | 1502667300000 | 30 | 2017-08-13 09:35:00 |
| 29 | 15 | 14 | Downtown Seattle to Renton using HOV lanes | 13.61 | I-405 @ SR 167 in Renton | N | 47.467434 | -122.219631 | 2.21 | I-405 | HOV Seattle-Renton (SB PM) | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | 1502667300000 | 31 | 2017-08-13 09:35:00 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 150 | 24 | 25 | Camas to Rose Quarter | 21.15 | I-5 and I-84 JCT in Portland | W | 45.525600 | -122.660460 | 0.45 | I-84 | Camas to Rose Quarter via 205 and I-84 | SR14 and Union St in Camas | W | 45.580300 | -122.385324 | 14.65 | SR 14 | 1502667000000 | 361 | 2017-08-13 09:30:00 |
| 151 | 14 | 15 | Clark County Fairgrounds to Delta Park | 10.82 | I-5 Delta Park in Portland | S | 45.603280 | -122.683520 | 307.35 | I-5 | Clark County Fairgrounds to Delta Park | I-5 SB and 179th St in Vancouver | S | 45.754301 | -122.663841 | 9.77 | I-5 | 1502667000000 | 362 | 2017-08-13 09:30:00 |
| 152 | 13 | 15 | Clark County Fairgrounds to Portland Internati... | 14.32 | I-205 and Airport Way in Portland | S | 45.571880 | -122.550940 | 24.77 | I-205 | Clark County Fairgrounds to Portland Internati... | I-5 and 179th St in Vancouver | S | 45.754301 | -122.663841 | 9.77 | I-5 | 1502667000000 | 363 | 2017-08-13 09:30:00 |
| 153 | 19 | 20 | Clark County Fairgrounds to Rose Quarter | 15.66 | I-5 and Rose Quarter in Portland | S | 45.536250 | -122.667270 | 302.51 | I-5 | Clark County Fairgrounds to Rose Quarter | I-5 and 179th St in Vancouver | S | 45.754301 | -122.663841 | 9.77 | I-5 | 1502667000000 | 364 | 2017-08-13 09:30:00 |
| 154 | 14 | 15 | Delta Park to Clark County Fairgrounds | 10.36 | I-5 and 179th St in Vancouver | N | 45.754301 | -122.663841 | 9.76 | I-5 | Delta Park to Clark County Fairgrounds | Delta Park in Portland | N | 45.611460 | -122.679000 | 307.90 | I-5 | 1502667000000 | 365 | 2017-08-13 09:30:00 |
| 155 | 14 | 14 | Fremont Bridge to Hazel Dell | 9.28 | I-5 and 78th St Hazel Dell in Vancouver | N | 45.676544 | -122.664559 | 4.25 | I-5 | Fremont Bridge to Hazel Dell | Fremont Bridge in Portland | N | 45.547310 | -122.678900 | 303.47 | I-5 | 1502667000000 | 366 | 2017-08-13 09:30:00 |
| 156 | 38 | 18 | I-405-US 26 to Hazel Dell | 12.71 | I-5 and 78th St Hazel Dell in Vancouver | N | 45.676544 | -122.664559 | 4.25 | I-5 | I-405-US 26 to Hazel Dell | I-405/US26 in Portland | N | 45.516880 | -122.688000 | 1.77 | I-405 | 1502667000000 | 367 | 2017-08-13 09:30:00 |
| 157 | 7 | 7 | I-84 to Mill Plain | 7.02 | Mill Plain in Vancouver | N | 45.621409 | -122.559835 | 28.36 | I-205 | I-84 to Mill Plain via 205 | I-84 in Portland | N | 45.534880 | -122.565000 | 21.68 | I-205 | 1502667000000 | 368 | 2017-08-13 09:30:00 |
| 158 | 16 | 16 | Portland International Airport Exit to Clark C... | 14.46 | Clark County Fairgrounds | N | 45.754301 | -122.663841 | 9.76 | I-5 | Portland International Airport Exit to Clark C... | Portland International Airport Exit | N | 45.572100 | -122.548000 | 24.92 | I-205 | 1502667000000 | 369 | 2017-08-13 09:30:00 |
| 159 | 26 | 26 | Rose Quarter to Camas | 21.12 | Camas | E | 45.580300 | -122.385324 | 14.65 | SR 14 | Rose Quarter to Camas via 1-5 | Rose Quarter in Portland | N | 45.536250 | -122.667000 | 302.50 | I-5 | 1502667000000 | 370 | 2017-08-13 09:30:00 |
| 160 | 23 | 23 | Rose Quarter to Camas | 20.97 | Camas | E | 45.580300 | -122.385324 | 14.65 | SR 14 | Rose Quarter to Camas via 1-84 | Rose Quarter in Portland | E | 45.520480 | -122.665000 | 0.10 | I-84 | 1502667000000 | 371 | 2017-08-13 09:30:00 |
| 161 | 20 | 22 | Rose Quarter to Clark County Fairgrounds | 15.76 | I-5 and 179th St in Vancouver | N | 45.754301 | -122.663841 | 9.76 | I-5 | Rose Quarter to Clark County Fairgrounds via 1-5 | Rose Quarter in Portland | N | 45.536250 | -122.667000 | 302.50 | I-5 | 1502667000000 | 372 | 2017-08-13 09:30:00 |
| 162 | 35 | 37 | Tualatin OR to Salmon Creek WA | 35.05 | Salmon Creek WA | N | 45.707495 | -122.631733 | 36.67 | I-205 | Tualatin OR to Salmon Creek WA - via 205 | Tualatin OR | N | 45.372970 | -122.730000 | 1.96 | I-205 | 1502667000000 | 373 | 2017-08-13 09:30:00 |
| 163 | 35 | 34 | Tualatin OR to Salmon Creek WA | 28.34 | I-5 and 134th St in Vancouver | N | 45.716985 | -122.654515 | 7.30 | I-5 | Tualatin OR to Salmon Creek WA via 1-5 | Tualatin OR in Portland | N | 45.353550 | -122.765000 | 287.46 | I-5 | 1502667000000 | 374 | 2017-08-13 09:30:00 |
| 164 | 8 | 12 | 63rd St to I-5/I-405 Jct. | 8.03 | I-5 and I-405 JCT in Portland | S | 45.556320 | -122.679010 | 303.47 | I-5 | I-5 SB and 63rd to I-405 JCT North | I-5 and 63rd in Vancouver | S | 45.668141 | -122.666701 | 3.10 | I-5 | 1502667000000 | 375 | 2017-08-13 09:30:00 |
| 165 | 11 | 17 | 63rd to US-26 West | 12.14 | US26 in Portland | S | 45.513480 | -122.667930 | 1.77 | I-405 | I-5 SB and 63rd to US26 | I-5 SB and 63rd in Vancouver | S | 45.668141 | -122.666701 | 3.10 | I-5 | 1502667000000 | 376 | 2017-08-13 09:30:00 |
| 166 | 10 | 11 | I-5 and Fourth Plain to SR 502 | 10.26 | I-5 and SR 502 | N | 45.781266 | -122.672017 | 11.67 | I-5 | I-5 and Fourth Plain to SR 502 | I-5 and Fourth Plain | N | 45.636340 | -122.662113 | 1.41 | I-5 | 1502667000000 | 377 | 2017-08-13 09:30:00 |
| 167 | 22 | 22 | I-205 SB and 18th St to SR14 to I-5 to I-84 JCT | 15.74 | I-5 and I-84 JCT in Portland | S | 45.544850 | -122.677070 | 302.17 | I-5 | I-205 SB and 18th St to SR14 to I-5 to I-84 JCT | I-205 SB and 18th St to SR14 to I-5 in Vancouver | S | 45.628406 | -122.559927 | 29.87 | I-205 | 1502667000000 | 378 | 2017-08-13 09:30:00 |
| 168 | 16 | 17 | I-205 SB and 18th St to I-84 to I-5 JCT | 14.51 | I-84 to I-5 JCT | W | 45.529760 | -122.649230 | 0.45 | I-84 | I-205 SB and 18th St to I-84 to I-5 JCT | I-205 SB and 18th St in Vancouver | S | 45.640957 | -122.563394 | 29.87 | I-205 | 1502667000000 | 379 | 2017-08-13 09:30:00 |
| 169 | 10 | 11 | Federal Way (320th) to Tacoma Dome | 9.55 | I-5 @ Tacoma Dome MP 134 | S | 47.234857 | -122.426813 | 134.09 | 005 | Federal Way-Tacoma (SB PM) | I-5 @ Federal Way VMS MP 145.22 | S | 47.315327 | -122.297855 | 143.64 | I-5 | 1502667300000 | 382 | 2017-08-13 09:35:00 |
| 170 | 21 | 21 | SR14 and Cascade Pk to I-5 and I-84 JCT | 14.90 | I-5 and I-84 JCT in Portland | S | 45.532950 | -122.666410 | 302.17 | I-5 | 019 SR14 and Cascade Pk to I-5 and I-84 JCT | SR14 and Cascade Park in Vancouver | W | 45.596111 | -122.519722 | 7.72 | SR 14 | 1502667000000 | 384 | 2017-08-13 09:30:00 |
| 171 | 18 | 18 | SR14 and Cascade Pk to I-205 to I-5 and I-84 JCT | 14.22 | I-5 and I-84 JCT in Portland | W | 45.525600 | -122.660460 | 0.45 | I-84 | 020 SR14 and Cascade Pk to I-205 to I-5 and I-... | SR14 and Cascade Park in Vancouver | W | 45.596111 | -122.519722 | 7.72 | SR 14 | 1502667000000 | 385 | 2017-08-13 09:30:00 |
| 172 | 9 | 9 | EB SR 16 Olympic Dr WB To EB SR 16 Sprague EB ... | 8.38 | SR 16 @ Sprague EB On Ramp in Tacoma | E | 47.235191 | -122.467893 | 1.00 | SR 16 | EB SR 16, Olympic Dr To I-5 Jct | SR 16 @ Olympic Dr WB in Gig Harbor | E | 47.309330 | -122.579790 | 11.07 | SR 16 | 1502667300000 | 386 | 2017-08-13 09:35:00 |
| 173 | 3 | 3 | EB SR 16 Olympic Dr WB To TNB-West | 2.66 | SR 16 @ TNB-West in Gig Harbor | E | 47.275660 | -122.560450 | 8.41 | SR 16 | EB SR 16, Olympic Dr To TNB-West | SR 16 @ Olympic Dr WB in Gig Harbor | E | 47.309330 | -122.579790 | 11.07 | SR 16 | 1502667300000 | 387 | 2017-08-13 09:35:00 |
| 174 | 17 | 17 | SB I-5 Port of Tacoma To JBLM Main Gate | 15.70 | I-5 @ JBLM Main Gate | S | 47.104937 | -122.585386 | 121.04 | I-5 | SB I-5, PoT To JBLM Main Gate | I-5 @ PoT in Tacoma | S | 47.240541 | -122.372755 | 136.74 | I-5 | 1502667300000 | 388 | 2017-08-13 09:35:00 |
| 175 | 5 | 5 | SB I-5 Port of Tacoma To SR 16 | 3.83 | I-5 @ SR 16 in Tacoma | S | 47.230182 | -122.449769 | 132.91 | I-5 | SB I-5, PoT To SR 16 | I-5 @ PoT in Tacoma | S | 47.240541 | -122.372755 | 136.74 | I-5 | 1502667300000 | 389 | 2017-08-13 09:35:00 |
| 176 | 11 | 11 | SB I-5 Port of Tacoma To SR 512 | 9.39 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | SB I-5, PoT To SR 512 | I-5 @ PoT in Tacoma | S | 47.240541 | -122.372755 | 136.74 | I-5 | 1502667300000 | 390 | 2017-08-13 09:35:00 |
| 177 | 22 | 20 | SB I-5 Pierce King County Line To JBLM Main Gate | 18.37 | I-5 @ JBLM Main Gate | S | 47.104937 | -122.585386 | 121.04 | I-5 | SB I-5, PKCL To JBLM Main Gate | I-5 @ Pierce King County Line | S | 47.255624 | -122.331130 | 139.41 | I-5 | 1502667300000 | 401 | 2017-08-13 09:35:00 |
| 178 | 9 | 8 | SB I-5 Pierce King County Line To SR 16 | 6.50 | I-5 @ SR 16 in Tacoma | S | 47.230182 | -122.449769 | 132.91 | I-5 | SB I-5, PKCL To SR 16 | I-5 @ Pierce King County Line | S | 47.255624 | -122.331130 | 139.41 | I-5 | 1502667300000 | 402 | 2017-08-13 09:35:00 |
| 179 | 15 | 14 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | SB I-5, PKCL To SR 512 | I-5 @ Pierce King County Line | S | 47.255624 | -122.331130 | 139.41 | I-5 | 1502667300000 | 403 | 2017-08-13 09:35:00 |
180 rows × 20 columns
and the datatypes ...
wsdot_traffic_df.dtypes
AverageTime int64 CurrentTime int64 Description object Distance float64 EndPoint.Description object EndPoint.Direction object EndPoint.Latitude float64 EndPoint.Longitude float64 EndPoint.MilePost float64 EndPoint.RoadName object Name object StartPoint.Description object StartPoint.Direction object StartPoint.Latitude float64 StartPoint.Longitude float64 StartPoint.MilePost float64 StartPoint.RoadName object TimeUpdated object TravelTimeID int64 Timestamp datetime64[ns] dtype: object
Pretty good. The only objects left are strings.
# ----------------------------------------------------------------------
# FUNCTION: cleanseWSDOTtraffic
# inputs: normalized dataframe, name of field to cleans
# oytputs: same dataframe, with a new field that contains cleansed data, in datetime format.
import json
import pandas as pd
import os
from pandas.io.json import json_normalize
import datetime
def cleanseWSDOTdate(in_wsdot_traffic_df, Fieldname):
in_wsdot_traffic_df[Fieldname] = in_wsdot_traffic_df[Fieldname].str.strip('/Date()')
in_wsdot_traffic_df[Fieldname] = in_wsdot_traffic_df[Fieldname].str.split('-').str[0]
NewFieldName = Fieldname+"_timestamp"
in_wsdot_traffic_df[NewFieldName] = in_wsdot_traffic_df[Fieldname].apply(
lambda x: datetime.datetime.fromtimestamp(int(x)/1000 - 7 * 3600).strftime('%Y-%m-%d %H:%M:%S'))
in_wsdot_traffic_df[NewFieldName] = pd.to_datetime(in_wsdot_traffic_df[NewFieldName])
return in_wsdot_traffic_df
Read another file, cleanse, inspect.
import json
import pandas as pd
import os
from pandas.io.json import json_normalize
jsondir = "/home/vagrant/json"
next_wsdot_traffic_filepath = jsondir + "/wsdot_traffic/2017-08-14-00-09-28"
with open(next_wsdot_traffic_filepath) as json_file:
raw_json = json.load(json_file)
next_wsdot_traffic_df = json_normalize(raw_json)
clean_wsdot_traffic_df = cleanseWSDOTdate(next_wsdot_traffic_df, 'TimeUpdated')
clean_wsdot_traffic_df
| AverageTime | CurrentTime | Description | Distance | EndPoint.Description | EndPoint.Direction | EndPoint.Latitude | EndPoint.Longitude | EndPoint.MilePost | EndPoint.RoadName | Name | StartPoint.Description | StartPoint.Direction | StartPoint.Latitude | StartPoint.Longitude | StartPoint.MilePost | StartPoint.RoadName | TimeUpdated | TravelTimeID | TimeUpdated_timestamp | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 30 | 33 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Everett-Seattle (SB AM) | I-5 @ 41st St in Everett | S | 47.924280 | -122.265480 | 192.55 | I-5 | 1502669100000 | 2 | 2017-08-13 10:05:00 |
| 1 | 27 | 28 | Downtown Seattle to Everett using HOV lanes | 26.94 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | HOV Seattle-Everett (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | 1502669100000 | 3 | 2017-08-13 10:05:00 |
| 2 | 27 | 28 | Downtown Seattle to Everett | 26.94 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | Seattle-Everett (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | 1502669100000 | 4 | 2017-08-13 10:05:00 |
| 3 | 11 | 11 | Downtown Bellevue to Issaquah | 9.55 | I-90 @ Front St in Issaquah | E | 47.541799 | -122.037396 | 16.96 | I-90 | Bellevue-Issaquah (EB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | 1502669100000 | 5 | 2017-08-13 10:05:00 |
| 4 | 11 | 11 | Downtown Bellevue to Issaquah using HOV lanes | 9.55 | I-90 @ Front St in Issaquah | E | 47.541799 | -122.037396 | 16.96 | I-90 | HOV Bellevue-Issaquah (EB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | 1502669100000 | 6 | 2017-08-13 10:05:00 |
| 5 | 10 | 10 | Issaquah to Downtown Bellevue using HOV lanes | 9.48 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | HOV Issaquah-Bellevue (WB AM) | I-90 @ Front St in Issaquah | W | 47.541799 | -122.037396 | 16.96 | I-90 | 1502669100000 | 7 | 2017-08-13 10:05:00 |
| 6 | 12 | 13 | Issaquah to Downtown Bellevue | 9.48 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | Issaquah-Bellevue (WB AM) | I-90 @ Front St in Issaquah | W | 47.541799 | -122.037396 | 16.96 | I-90 | 1502669100000 | 8 | 2017-08-13 10:05:00 |
| 7 | 27 | 26 | Downtown Bellevue to Everett | 26.06 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | Bellevue-Everett (NB PM) | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | 1502669100000 | 9 | 2017-08-13 10:05:00 |
| 8 | 28 | 27 | Everett to Downtown Bellevue | 26.34 | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | Everett-Bellevue (SB AM) | I-5 @ 41st St in Everett | S | 47.924280 | -122.265480 | 192.55 | I-5 | 1502669100000 | 10 | 2017-08-13 10:05:00 |
| 9 | 26 | 27 | Downtown Bellevue to Everett using HOV lanes | 26.06 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | HOV Bellevue-Everett (NB PM) | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | 1502669100000 | 11 | 2017-08-13 10:05:00 |
| 10 | 27 | 27 | Everett to Downtown Bellevue using HOV lanes | 26.34 | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | HOV Everett-Bellevue (SB AM) | I-5 @ 41st St in Everett | S | 47.924280 | -122.265480 | 192.55 | I-5 | 1502669100000 | 12 | 2017-08-13 10:05:00 |
| 11 | 16 | 31 | Federal Way to SeaTac | 8.82 | I-5 @ S 188th St in SeaTac | N | 47.438760 | -122.269470 | 152.80 | I-5 | Federal Way-SeaTac (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502669100000 | 13 | 2017-08-13 10:05:00 |
| 12 | 10 | 10 | Federal Way to SeaTac using HOV lanes | 8.82 | I-5 @ S 188th St in SeaTac | N | 47.438760 | -122.269470 | 152.80 | I-5 | HOV Federal Way-SeaTac (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502669100000 | 14 | 2017-08-13 10:05:00 |
| 13 | 9 | 9 | SeaTac to Federal Way using HOV lanes | 9.16 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | HOV SeaTac-Federal Way (SB PM) | I-5 @ S 188th St in SeaTac | S | 47.438760 | -122.269470 | 152.80 | I-5 | 1502669100000 | 15 | 2017-08-13 10:05:00 |
| 14 | 9 | 10 | SeaTac to Federal Way | 9.16 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | SeaTac-Federal Way (SB PM) | I-5 @ S 188th St in SeaTac | S | 47.438760 | -122.269470 | 152.80 | I-5 | 1502669100000 | 16 | 2017-08-13 10:05:00 |
| 15 | 33 | 47 | Federal Way to Downtown Seattle | 22.15 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | Federal Way-Seattle (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502669100000 | 17 | 2017-08-13 10:05:00 |
| 16 | 27 | 25 | Federal Way to Downtown Seattle using HOV lanes | 22.15 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Federal Way-Seattle (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502669100000 | 18 | 2017-08-13 10:05:00 |
| 17 | 22 | 23 | Downtown Seattle to Federal Way using HOV lanes | 22.19 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | HOV Seattle-Federal Way (SB PM) | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | 1502669100000 | 19 | 2017-08-13 10:05:00 |
| 18 | 22 | 22 | Downtown Seattle to Federal Way | 22.19 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | Seattle-Federal Way (SB PM) | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | 1502669100000 | 20 | 2017-08-13 10:05:00 |
| 19 | 25 | 48 | Downtown Bellevue to Federal Way | 24.56 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | Bellevue-Federal Way (SB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | 1502669100000 | 21 | 2017-08-13 10:05:00 |
| 20 | 34 | 49 | Federal Way to Downtown Bellevue | 23.58 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | Federal Way-Bellevue (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502669100000 | 22 | 2017-08-13 10:05:00 |
| 21 | 25 | 32 | Downtown Bellevue to Federal Way using HOV lanes | 24.56 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | HOV Bellevue-Federal Way (SB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | 1502669100000 | 23 | 2017-08-13 10:05:00 |
| 22 | 28 | 28 | Federal Way to Downtown Bellevue using HOV lanes | 23.58 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | HOV Federal Way-Bellevue (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502669100000 | 24 | 2017-08-13 10:05:00 |
| 23 | 16 | 17 | Downtown Seattle to Lynnwood using HOV lanes | 15.73 | I-5 @ 196th St SW in Lynnwood | N | 47.819545 | -122.279109 | 181.56 | I-5 | HOV Seattle-Lynnwood (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | 1502669100000 | 25 | 2017-08-13 10:05:00 |
| 24 | 19 | 22 | Lynnwood to Downtown Seattle | 15.23 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | Lynnwood-Seattle (SB AM) | I-5 @ 196th St SW in Lynnwood | S | 47.817269 | -122.285137 | 181.06 | I-5 | 1502669100000 | 26 | 2017-08-13 10:05:00 |
| 25 | 16 | 17 | Downtown Seattle to Lynnwood | 15.73 | I-5 @ 196th St SW in Lynnwood | N | 47.819545 | -122.279109 | 181.56 | I-5 | Seattle-Lynnwood (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | 1502669100000 | 27 | 2017-08-13 10:05:00 |
| 26 | 0 | 0 | Lynnwood to Downtown Seattle using express lan... | 0.00 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Lynnwood-Seattle (SB REV) | I-5 @ 196th St SW in Lynnwood | S | 47.817269 | -122.285137 | 181.06 | I-5 | 1502669100000 | 28 | 2017-08-13 10:05:00 |
| 27 | 0 | 0 | Lynnwood to Downtown Seattle using express lanes | 0.00 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | Lynnwood-Seattle (SB REV) | I-5 @ 196th St SW in Lynnwood | S | 47.817269 | -122.285137 | 181.06 | I-5 | 1502669100000 | 29 | 2017-08-13 10:05:00 |
| 28 | 17 | 20 | Renton to Downtown Seattle using HOV lanes | 13.77 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Renton-Seattle (NB AM) | I-405 @ SR 167 in Renton | S | 47.467434 | -122.219631 | 2.21 | I-405 | 1502669100000 | 30 | 2017-08-13 10:05:00 |
| 29 | 14 | 14 | Downtown Seattle to Renton using HOV lanes | 13.61 | I-405 @ SR 167 in Renton | N | 47.467434 | -122.219631 | 2.21 | I-405 | HOV Seattle-Renton (SB PM) | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | 1502669100000 | 31 | 2017-08-13 10:05:00 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 150 | 27 | 27 | Camas to Rose Quarter | 21.15 | I-5 and I-84 JCT in Portland | W | 45.525600 | -122.660460 | 0.45 | I-84 | Camas to Rose Quarter via 205 and I-84 | SR14 and Union St in Camas | W | 45.580300 | -122.385324 | 14.65 | SR 14 | 1502668800000 | 361 | 2017-08-13 10:00:00 |
| 151 | 14 | 15 | Clark County Fairgrounds to Delta Park | 10.82 | I-5 Delta Park in Portland | S | 45.603280 | -122.683520 | 307.35 | I-5 | Clark County Fairgrounds to Delta Park | I-5 SB and 179th St in Vancouver | S | 45.754301 | -122.663841 | 9.77 | I-5 | 1502668800000 | 362 | 2017-08-13 10:00:00 |
| 152 | 13 | 14 | Clark County Fairgrounds to Portland Internati... | 14.32 | I-205 and Airport Way in Portland | S | 45.571880 | -122.550940 | 24.77 | I-205 | Clark County Fairgrounds to Portland Internati... | I-5 and 179th St in Vancouver | S | 45.754301 | -122.663841 | 9.77 | I-5 | 1502668800000 | 363 | 2017-08-13 10:00:00 |
| 153 | 20 | 20 | Clark County Fairgrounds to Rose Quarter | 15.66 | I-5 and Rose Quarter in Portland | S | 45.536250 | -122.667270 | 302.51 | I-5 | Clark County Fairgrounds to Rose Quarter | I-5 and 179th St in Vancouver | S | 45.754301 | -122.663841 | 9.77 | I-5 | 1502668800000 | 364 | 2017-08-13 10:00:00 |
| 154 | 14 | 15 | Delta Park to Clark County Fairgrounds | 10.36 | I-5 and 179th St in Vancouver | N | 45.754301 | -122.663841 | 9.76 | I-5 | Delta Park to Clark County Fairgrounds | Delta Park in Portland | N | 45.611460 | -122.679000 | 307.90 | I-5 | 1502668800000 | 365 | 2017-08-13 10:00:00 |
| 155 | 14 | 14 | Fremont Bridge to Hazel Dell | 9.28 | I-5 and 78th St Hazel Dell in Vancouver | N | 45.676544 | -122.664559 | 4.25 | I-5 | Fremont Bridge to Hazel Dell | Fremont Bridge in Portland | N | 45.547310 | -122.678900 | 303.47 | I-5 | 1502668800000 | 366 | 2017-08-13 10:00:00 |
| 156 | 41 | 17 | I-405-US 26 to Hazel Dell | 12.71 | I-5 and 78th St Hazel Dell in Vancouver | N | 45.676544 | -122.664559 | 4.25 | I-5 | I-405-US 26 to Hazel Dell | I-405/US26 in Portland | N | 45.516880 | -122.688000 | 1.77 | I-405 | 1502668800000 | 367 | 2017-08-13 10:00:00 |
| 157 | 7 | 7 | I-84 to Mill Plain | 7.02 | Mill Plain in Vancouver | N | 45.621409 | -122.559835 | 28.36 | I-205 | I-84 to Mill Plain via 205 | I-84 in Portland | N | 45.534880 | -122.565000 | 21.68 | I-205 | 1502668800000 | 368 | 2017-08-13 10:00:00 |
| 158 | 15 | 15 | Portland International Airport Exit to Clark C... | 14.46 | Clark County Fairgrounds | N | 45.754301 | -122.663841 | 9.76 | I-5 | Portland International Airport Exit to Clark C... | Portland International Airport Exit | N | 45.572100 | -122.548000 | 24.92 | I-205 | 1502668800000 | 369 | 2017-08-13 10:00:00 |
| 159 | 26 | 26 | Rose Quarter to Camas | 21.12 | Camas | E | 45.580300 | -122.385324 | 14.65 | SR 14 | Rose Quarter to Camas via 1-5 | Rose Quarter in Portland | N | 45.536250 | -122.667000 | 302.50 | I-5 | 1502668800000 | 370 | 2017-08-13 10:00:00 |
| 160 | 25 | 22 | Rose Quarter to Camas | 20.97 | Camas | E | 45.580300 | -122.385324 | 14.65 | SR 14 | Rose Quarter to Camas via 1-84 | Rose Quarter in Portland | E | 45.520480 | -122.665000 | 0.10 | I-84 | 1502668800000 | 371 | 2017-08-13 10:00:00 |
| 161 | 20 | 21 | Rose Quarter to Clark County Fairgrounds | 15.76 | I-5 and 179th St in Vancouver | N | 45.754301 | -122.663841 | 9.76 | I-5 | Rose Quarter to Clark County Fairgrounds via 1-5 | Rose Quarter in Portland | N | 45.536250 | -122.667000 | 302.50 | I-5 | 1502668800000 | 372 | 2017-08-13 10:00:00 |
| 162 | 36 | 36 | Tualatin OR to Salmon Creek WA | 35.05 | Salmon Creek WA | N | 45.707495 | -122.631733 | 36.67 | I-205 | Tualatin OR to Salmon Creek WA - via 205 | Tualatin OR | N | 45.372970 | -122.730000 | 1.96 | I-205 | 1502668800000 | 373 | 2017-08-13 10:00:00 |
| 163 | 37 | 33 | Tualatin OR to Salmon Creek WA | 28.34 | I-5 and 134th St in Vancouver | N | 45.716985 | -122.654515 | 7.30 | I-5 | Tualatin OR to Salmon Creek WA via 1-5 | Tualatin OR in Portland | N | 45.353550 | -122.765000 | 287.46 | I-5 | 1502668800000 | 374 | 2017-08-13 10:00:00 |
| 164 | 8 | 12 | 63rd St to I-5/I-405 Jct. | 8.03 | I-5 and I-405 JCT in Portland | S | 45.556320 | -122.679010 | 303.47 | I-5 | I-5 SB and 63rd to I-405 JCT North | I-5 and 63rd in Vancouver | S | 45.668141 | -122.666701 | 3.10 | I-5 | 1502668800000 | 375 | 2017-08-13 10:00:00 |
| 165 | 11 | 17 | 63rd to US-26 West | 12.14 | US26 in Portland | S | 45.513480 | -122.667930 | 1.77 | I-405 | I-5 SB and 63rd to US26 | I-5 SB and 63rd in Vancouver | S | 45.668141 | -122.666701 | 3.10 | I-5 | 1502668800000 | 376 | 2017-08-13 10:00:00 |
| 166 | 10 | 11 | I-5 and Fourth Plain to SR 502 | 10.26 | I-5 and SR 502 | N | 45.781266 | -122.672017 | 11.67 | I-5 | I-5 and Fourth Plain to SR 502 | I-5 and Fourth Plain | N | 45.636340 | -122.662113 | 1.41 | I-5 | 1502668800000 | 377 | 2017-08-13 10:00:00 |
| 167 | 23 | 22 | I-205 SB and 18th St to SR14 to I-5 to I-84 JCT | 15.74 | I-5 and I-84 JCT in Portland | S | 45.544850 | -122.677070 | 302.17 | I-5 | I-205 SB and 18th St to SR14 to I-5 to I-84 JCT | I-205 SB and 18th St to SR14 to I-5 in Vancouver | S | 45.628406 | -122.559927 | 29.87 | I-205 | 1502668800000 | 378 | 2017-08-13 10:00:00 |
| 168 | 17 | 19 | I-205 SB and 18th St to I-84 to I-5 JCT | 14.51 | I-84 to I-5 JCT | W | 45.529760 | -122.649230 | 0.45 | I-84 | I-205 SB and 18th St to I-84 to I-5 JCT | I-205 SB and 18th St in Vancouver | S | 45.640957 | -122.563394 | 29.87 | I-205 | 1502668800000 | 379 | 2017-08-13 10:00:00 |
| 169 | 10 | 11 | Federal Way (320th) to Tacoma Dome | 9.55 | I-5 @ Tacoma Dome MP 134 | S | 47.234857 | -122.426813 | 134.09 | 005 | Federal Way-Tacoma (SB PM) | I-5 @ Federal Way VMS MP 145.22 | S | 47.315327 | -122.297855 | 143.64 | I-5 | 1502669100000 | 382 | 2017-08-13 10:05:00 |
| 170 | 21 | 20 | SR14 and Cascade Pk to I-5 and I-84 JCT | 14.90 | I-5 and I-84 JCT in Portland | S | 45.532950 | -122.666410 | 302.17 | I-5 | 019 SR14 and Cascade Pk to I-5 and I-84 JCT | SR14 and Cascade Park in Vancouver | W | 45.596111 | -122.519722 | 7.72 | SR 14 | 1502668800000 | 384 | 2017-08-13 10:00:00 |
| 171 | 18 | 20 | SR14 and Cascade Pk to I-205 to I-5 and I-84 JCT | 14.22 | I-5 and I-84 JCT in Portland | W | 45.525600 | -122.660460 | 0.45 | I-84 | 020 SR14 and Cascade Pk to I-205 to I-5 and I-... | SR14 and Cascade Park in Vancouver | W | 45.596111 | -122.519722 | 7.72 | SR 14 | 1502668800000 | 385 | 2017-08-13 10:00:00 |
| 172 | 9 | 9 | EB SR 16 Olympic Dr WB To EB SR 16 Sprague EB ... | 8.38 | SR 16 @ Sprague EB On Ramp in Tacoma | E | 47.235191 | -122.467893 | 1.00 | SR 16 | EB SR 16, Olympic Dr To I-5 Jct | SR 16 @ Olympic Dr WB in Gig Harbor | E | 47.309330 | -122.579790 | 11.07 | SR 16 | 1502669100000 | 386 | 2017-08-13 10:05:00 |
| 173 | 3 | 3 | EB SR 16 Olympic Dr WB To TNB-West | 2.66 | SR 16 @ TNB-West in Gig Harbor | E | 47.275660 | -122.560450 | 8.41 | SR 16 | EB SR 16, Olympic Dr To TNB-West | SR 16 @ Olympic Dr WB in Gig Harbor | E | 47.309330 | -122.579790 | 11.07 | SR 16 | 1502669100000 | 387 | 2017-08-13 10:05:00 |
| 174 | 17 | 18 | SB I-5 Port of Tacoma To JBLM Main Gate | 15.70 | I-5 @ JBLM Main Gate | S | 47.104937 | -122.585386 | 121.04 | I-5 | SB I-5, PoT To JBLM Main Gate | I-5 @ PoT in Tacoma | S | 47.240541 | -122.372755 | 136.74 | I-5 | 1502669100000 | 388 | 2017-08-13 10:05:00 |
| 175 | 5 | 5 | SB I-5 Port of Tacoma To SR 16 | 3.83 | I-5 @ SR 16 in Tacoma | S | 47.230182 | -122.449769 | 132.91 | I-5 | SB I-5, PoT To SR 16 | I-5 @ PoT in Tacoma | S | 47.240541 | -122.372755 | 136.74 | I-5 | 1502669100000 | 389 | 2017-08-13 10:05:00 |
| 176 | 11 | 11 | SB I-5 Port of Tacoma To SR 512 | 9.39 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | SB I-5, PoT To SR 512 | I-5 @ PoT in Tacoma | S | 47.240541 | -122.372755 | 136.74 | I-5 | 1502669100000 | 390 | 2017-08-13 10:05:00 |
| 177 | 21 | 21 | SB I-5 Pierce King County Line To JBLM Main Gate | 18.37 | I-5 @ JBLM Main Gate | S | 47.104937 | -122.585386 | 121.04 | I-5 | SB I-5, PKCL To JBLM Main Gate | I-5 @ Pierce King County Line | S | 47.255624 | -122.331130 | 139.41 | I-5 | 1502669100000 | 401 | 2017-08-13 10:05:00 |
| 178 | 9 | 8 | SB I-5 Pierce King County Line To SR 16 | 6.50 | I-5 @ SR 16 in Tacoma | S | 47.230182 | -122.449769 | 132.91 | I-5 | SB I-5, PKCL To SR 16 | I-5 @ Pierce King County Line | S | 47.255624 | -122.331130 | 139.41 | I-5 | 1502669100000 | 402 | 2017-08-13 10:05:00 |
| 179 | 15 | 15 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | SB I-5, PKCL To SR 512 | I-5 @ Pierce King County Line | S | 47.255624 | -122.331130 | 139.41 | I-5 | 1502669100000 | 403 | 2017-08-13 10:05:00 |
180 rows × 20 columns
Inspect the datatypes.
clean_wsdot_traffic_df.dtypes
AverageTime int64 CurrentTime int64 Description object Distance float64 EndPoint.Description object EndPoint.Direction object EndPoint.Latitude float64 EndPoint.Longitude float64 EndPoint.MilePost float64 EndPoint.RoadName object Name object StartPoint.Description object StartPoint.Direction object StartPoint.Latitude float64 StartPoint.Longitude float64 StartPoint.MilePost float64 StartPoint.RoadName object TimeUpdated object TravelTimeID int64 TimeUpdated_timestamp datetime64[ns] dtype: object
top_folder = jsondir + "/wsdot_traffic"
first_time = True
for filename in os.listdir(top_folder):
filepath = top_folder + "/" + filename
with open(filepath) as json_file:
raw_json = json.load(json_file)
new_df = json_normalize(raw_json)
if (first_time):
first_time = False
multi_traffic_df = new_df
else:
multi_traffic_df = multi_traffic_df.append(new_df, ignore_index=True)
clean_multi_traffic_df = cleanseWSDOTdate(multi_traffic_df, 'TimeUpdated')
clean_multi_traffic_df
| AverageTime | CurrentTime | Description | Distance | EndPoint.Description | EndPoint.Direction | EndPoint.Latitude | EndPoint.Longitude | EndPoint.MilePost | EndPoint.RoadName | Name | StartPoint.Description | StartPoint.Direction | StartPoint.Latitude | StartPoint.Longitude | StartPoint.MilePost | StartPoint.RoadName | TimeUpdated | TravelTimeID | TimeUpdated_timestamp | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 43 | 46 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Everett-Seattle (SB AM) | I-5 @ 41st St in Everett | S | 47.924280 | -122.265480 | 192.55 | I-5 | 1502805900000 | 2 | 2017-08-15 00:05:00 |
| 1 | 28 | 27 | Downtown Seattle to Everett using HOV lanes | 26.94 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | HOV Seattle-Everett (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | 1502805900000 | 3 | 2017-08-15 00:05:00 |
| 2 | 27 | 28 | Downtown Seattle to Everett | 26.94 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | Seattle-Everett (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | 1502805900000 | 4 | 2017-08-15 00:05:00 |
| 3 | 10 | 11 | Downtown Bellevue to Issaquah | 9.55 | I-90 @ Front St in Issaquah | E | 47.541799 | -122.037396 | 16.96 | I-90 | Bellevue-Issaquah (EB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | 1502805900000 | 5 | 2017-08-15 00:05:00 |
| 4 | 11 | 10 | Downtown Bellevue to Issaquah using HOV lanes | 9.55 | I-90 @ Front St in Issaquah | E | 47.541799 | -122.037396 | 16.96 | I-90 | HOV Bellevue-Issaquah (EB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | 1502805900000 | 6 | 2017-08-15 00:05:00 |
| 5 | 11 | 10 | Issaquah to Downtown Bellevue using HOV lanes | 9.48 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | HOV Issaquah-Bellevue (WB AM) | I-90 @ Front St in Issaquah | W | 47.541799 | -122.037396 | 16.96 | I-90 | 1502805900000 | 7 | 2017-08-15 00:05:00 |
| 6 | 12 | 12 | Issaquah to Downtown Bellevue | 9.48 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | Issaquah-Bellevue (WB AM) | I-90 @ Front St in Issaquah | W | 47.541799 | -122.037396 | 16.96 | I-90 | 1502805900000 | 8 | 2017-08-15 00:05:00 |
| 7 | 26 | 27 | Downtown Bellevue to Everett | 26.06 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | Bellevue-Everett (NB PM) | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | 1502805900000 | 9 | 2017-08-15 00:05:00 |
| 8 | 56 | 55 | Everett to Downtown Bellevue | 26.34 | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | Everett-Bellevue (SB AM) | I-5 @ 41st St in Everett | S | 47.924280 | -122.265480 | 192.55 | I-5 | 1502805900000 | 10 | 2017-08-15 00:05:00 |
| 9 | 26 | 27 | Downtown Bellevue to Everett using HOV lanes | 26.06 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | HOV Bellevue-Everett (NB PM) | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | 1502805900000 | 11 | 2017-08-15 00:05:00 |
| 10 | 37 | 32 | Everett to Downtown Bellevue using HOV lanes | 26.34 | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | HOV Everett-Bellevue (SB AM) | I-5 @ 41st St in Everett | S | 47.924280 | -122.265480 | 192.55 | I-5 | 1502805900000 | 12 | 2017-08-15 00:05:00 |
| 11 | 27 | 29 | Federal Way to SeaTac | 8.82 | I-5 @ S 188th St in SeaTac | N | 47.438760 | -122.269470 | 152.80 | I-5 | Federal Way-SeaTac (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502805900000 | 13 | 2017-08-15 00:05:00 |
| 12 | 20 | 18 | Federal Way to SeaTac using HOV lanes | 8.82 | I-5 @ S 188th St in SeaTac | N | 47.438760 | -122.269470 | 152.80 | I-5 | HOV Federal Way-SeaTac (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502805900000 | 14 | 2017-08-15 00:05:00 |
| 13 | 9 | 9 | SeaTac to Federal Way using HOV lanes | 9.16 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | HOV SeaTac-Federal Way (SB PM) | I-5 @ S 188th St in SeaTac | S | 47.438760 | -122.269470 | 152.80 | I-5 | 1502805900000 | 15 | 2017-08-15 00:05:00 |
| 14 | 9 | 9 | SeaTac to Federal Way | 9.16 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | SeaTac-Federal Way (SB PM) | I-5 @ S 188th St in SeaTac | S | 47.438760 | -122.269470 | 152.80 | I-5 | 1502805900000 | 16 | 2017-08-15 00:05:00 |
| 15 | 52 | 56 | Federal Way to Downtown Seattle | 22.15 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | Federal Way-Seattle (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502805900000 | 17 | 2017-08-15 00:05:00 |
| 16 | 43 | 38 | Federal Way to Downtown Seattle using HOV lanes | 22.15 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Federal Way-Seattle (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502805900000 | 18 | 2017-08-15 00:05:00 |
| 17 | 22 | 22 | Downtown Seattle to Federal Way using HOV lanes | 22.19 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | HOV Seattle-Federal Way (SB PM) | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | 1502805900000 | 19 | 2017-08-15 00:05:00 |
| 18 | 23 | 22 | Downtown Seattle to Federal Way | 22.19 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | Seattle-Federal Way (SB PM) | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | 1502805900000 | 20 | 2017-08-15 00:05:00 |
| 19 | 29 | 29 | Downtown Bellevue to Federal Way | 24.56 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | Bellevue-Federal Way (SB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | 1502805900000 | 21 | 2017-08-15 00:05:00 |
| 20 | 66 | 65 | Federal Way to Downtown Bellevue | 23.58 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | Federal Way-Bellevue (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502805900000 | 22 | 2017-08-15 00:05:00 |
| 21 | 25 | 26 | Downtown Bellevue to Federal Way using HOV lanes | 24.56 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | HOV Bellevue-Federal Way (SB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | 1502805900000 | 23 | 2017-08-15 00:05:00 |
| 22 | 44 | 35 | Federal Way to Downtown Bellevue using HOV lanes | 23.58 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | HOV Federal Way-Bellevue (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | 1502805900000 | 24 | 2017-08-15 00:05:00 |
| 23 | 16 | 16 | Downtown Seattle to Lynnwood using HOV lanes | 15.73 | I-5 @ 196th St SW in Lynnwood | N | 47.819545 | -122.279109 | 181.56 | I-5 | HOV Seattle-Lynnwood (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | 1502805900000 | 25 | 2017-08-15 00:05:00 |
| 24 | 36 | 35 | Lynnwood to Downtown Seattle | 15.23 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | Lynnwood-Seattle (SB AM) | I-5 @ 196th St SW in Lynnwood | S | 47.817269 | -122.285137 | 181.06 | I-5 | 1502805900000 | 26 | 2017-08-15 00:05:00 |
| 25 | 16 | 17 | Downtown Seattle to Lynnwood | 15.73 | I-5 @ 196th St SW in Lynnwood | N | 47.819545 | -122.279109 | 181.56 | I-5 | Seattle-Lynnwood (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | 1502805900000 | 27 | 2017-08-15 00:05:00 |
| 26 | 27 | 29 | Lynnwood to Downtown Seattle using express lan... | 15.23 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Lynnwood-Seattle (SB REV) | I-5 @ 196th St SW in Lynnwood | S | 47.817269 | -122.285137 | 181.06 | I-5 | 1502805900000 | 28 | 2017-08-15 00:05:00 |
| 27 | 33 | 33 | Lynnwood to Downtown Seattle using express lanes | 15.23 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | Lynnwood-Seattle (SB REV) | I-5 @ 196th St SW in Lynnwood | S | 47.817269 | -122.285137 | 181.06 | I-5 | 1502805900000 | 29 | 2017-08-15 00:05:00 |
| 28 | 23 | 23 | Renton to Downtown Seattle using HOV lanes | 13.77 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Renton-Seattle (NB AM) | I-405 @ SR 167 in Renton | S | 47.467434 | -122.219631 | 2.21 | I-405 | 1502805900000 | 30 | 2017-08-15 00:05:00 |
| 29 | 14 | 14 | Downtown Seattle to Renton using HOV lanes | 13.61 | I-405 @ SR 167 in Renton | N | 47.467434 | -122.219631 | 2.21 | I-405 | HOV Seattle-Renton (SB PM) | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | 1502805900000 | 31 | 2017-08-15 00:05:00 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 70968 | 27 | 27 | Camas to Rose Quarter | 21.15 | I-5 and I-84 JCT in Portland | W | 45.525600 | -122.660460 | 0.45 | I-84 | Camas to Rose Quarter via 205 and I-84 | SR14 and Union St in Camas | W | 45.580300 | -122.385324 | 14.65 | SR 14 | 1502821800000 | 361 | 2017-08-15 04:30:00 |
| 70969 | 11 | 16 | Clark County Fairgrounds to Delta Park | 10.82 | I-5 Delta Park in Portland | S | 45.603280 | -122.683520 | 307.35 | I-5 | Clark County Fairgrounds to Delta Park | I-5 SB and 179th St in Vancouver | S | 45.754301 | -122.663841 | 9.77 | I-5 | 1502821800000 | 362 | 2017-08-15 04:30:00 |
| 70970 | 13 | 17 | Clark County Fairgrounds to Portland Internati... | 14.32 | I-205 and Airport Way in Portland | S | 45.571880 | -122.550940 | 24.77 | I-205 | Clark County Fairgrounds to Portland Internati... | I-5 and 179th St in Vancouver | S | 45.754301 | -122.663841 | 9.77 | I-5 | 1502821800000 | 363 | 2017-08-15 04:30:00 |
| 70971 | 18 | 25 | Clark County Fairgrounds to Rose Quarter | 15.66 | I-5 and Rose Quarter in Portland | S | 45.536250 | -122.667270 | 302.51 | I-5 | Clark County Fairgrounds to Rose Quarter | I-5 and 179th St in Vancouver | S | 45.754301 | -122.663841 | 9.77 | I-5 | 1502821800000 | 364 | 2017-08-15 04:30:00 |
| 70972 | 11 | 15 | Delta Park to Clark County Fairgrounds | 10.36 | I-5 and 179th St in Vancouver | N | 45.754301 | -122.663841 | 9.76 | I-5 | Delta Park to Clark County Fairgrounds | Delta Park in Portland | N | 45.611460 | -122.679000 | 307.90 | I-5 | 1502821800000 | 365 | 2017-08-15 04:30:00 |
| 70973 | 10 | 14 | Fremont Bridge to Hazel Dell | 9.28 | I-5 and 78th St Hazel Dell in Vancouver | N | 45.676544 | -122.664559 | 4.25 | I-5 | Fremont Bridge to Hazel Dell | Fremont Bridge in Portland | N | 45.547310 | -122.678900 | 303.47 | I-5 | 1502821800000 | 366 | 2017-08-15 04:30:00 |
| 70974 | 19 | 19 | I-405-US 26 to Hazel Dell | 12.71 | I-5 and 78th St Hazel Dell in Vancouver | N | 45.676544 | -122.664559 | 4.25 | I-5 | I-405-US 26 to Hazel Dell | I-405/US26 in Portland | N | 45.516880 | -122.688000 | 1.77 | I-405 | 1502821800000 | 367 | 2017-08-15 04:30:00 |
| 70975 | 8 | 8 | I-84 to Mill Plain | 7.02 | Mill Plain in Vancouver | N | 45.621409 | -122.559835 | 28.36 | I-205 | I-84 to Mill Plain via 205 | I-84 in Portland | N | 45.534880 | -122.565000 | 21.68 | I-205 | 1502821800000 | 368 | 2017-08-15 04:30:00 |
| 70976 | 15 | 15 | Portland International Airport Exit to Clark C... | 14.46 | Clark County Fairgrounds | N | 45.754301 | -122.663841 | 9.76 | I-5 | Portland International Airport Exit to Clark C... | Portland International Airport Exit | N | 45.572100 | -122.548000 | 24.92 | I-205 | 1502821800000 | 369 | 2017-08-15 04:30:00 |
| 70977 | 23 | 27 | Rose Quarter to Camas | 21.12 | Camas | E | 45.580300 | -122.385324 | 14.65 | SR 14 | Rose Quarter to Camas via 1-5 | Rose Quarter in Portland | N | 45.536250 | -122.667000 | 302.50 | I-5 | 1502821800000 | 370 | 2017-08-15 04:30:00 |
| 70978 | 26 | 25 | Rose Quarter to Camas | 20.97 | Camas | E | 45.580300 | -122.385324 | 14.65 | SR 14 | Rose Quarter to Camas via 1-84 | Rose Quarter in Portland | E | 45.520480 | -122.665000 | 0.10 | I-84 | 1502821800000 | 371 | 2017-08-15 04:30:00 |
| 70979 | 17 | 21 | Rose Quarter to Clark County Fairgrounds | 15.76 | I-5 and 179th St in Vancouver | N | 45.754301 | -122.663841 | 9.76 | I-5 | Rose Quarter to Clark County Fairgrounds via 1-5 | Rose Quarter in Portland | N | 45.536250 | -122.667000 | 302.50 | I-5 | 1502821800000 | 372 | 2017-08-15 04:30:00 |
| 70980 | 39 | 40 | Tualatin OR to Salmon Creek WA | 35.05 | Salmon Creek WA | N | 45.707495 | -122.631733 | 36.67 | I-205 | Tualatin OR to Salmon Creek WA - via 205 | Tualatin OR | N | 45.372970 | -122.730000 | 1.96 | I-205 | 1502821800000 | 373 | 2017-08-15 04:30:00 |
| 70981 | 33 | 39 | Tualatin OR to Salmon Creek WA | 28.34 | I-5 and 134th St in Vancouver | N | 45.716985 | -122.654515 | 7.30 | I-5 | Tualatin OR to Salmon Creek WA via 1-5 | Tualatin OR in Portland | N | 45.353550 | -122.765000 | 287.46 | I-5 | 1502821800000 | 374 | 2017-08-15 04:30:00 |
| 70982 | 10 | 16 | 63rd St to I-5/I-405 Jct. | 8.03 | I-5 and I-405 JCT in Portland | S | 45.556320 | -122.679010 | 303.47 | I-5 | I-5 SB and 63rd to I-405 JCT North | I-5 and 63rd in Vancouver | S | 45.668141 | -122.666701 | 3.10 | I-5 | 1502821800000 | 375 | 2017-08-15 04:30:00 |
| 70983 | 16 | 22 | 63rd to US-26 West | 12.14 | US26 in Portland | S | 45.513480 | -122.667930 | 1.77 | I-405 | I-5 SB and 63rd to US26 | I-5 SB and 63rd in Vancouver | S | 45.668141 | -122.666701 | 3.10 | I-5 | 1502821800000 | 376 | 2017-08-15 04:30:00 |
| 70984 | 10 | 11 | I-5 and Fourth Plain to SR 502 | 10.26 | I-5 and SR 502 | N | 45.781266 | -122.672017 | 11.67 | I-5 | I-5 and Fourth Plain to SR 502 | I-5 and Fourth Plain | N | 45.636340 | -122.662113 | 1.41 | I-5 | 1502821800000 | 377 | 2017-08-15 04:30:00 |
| 70985 | 25 | 28 | I-205 SB and 18th St to SR14 to I-5 to I-84 JCT | 15.74 | I-5 and I-84 JCT in Portland | S | 45.544850 | -122.677070 | 302.17 | I-5 | I-205 SB and 18th St to SR14 to I-5 to I-84 JCT | I-205 SB and 18th St to SR14 to I-5 in Vancouver | S | 45.628406 | -122.559927 | 29.87 | I-205 | 1502821800000 | 378 | 2017-08-15 04:30:00 |
| 70986 | 17 | 21 | I-205 SB and 18th St to I-84 to I-5 JCT | 14.51 | I-84 to I-5 JCT | W | 45.529760 | -122.649230 | 0.45 | I-84 | I-205 SB and 18th St to I-84 to I-5 JCT | I-205 SB and 18th St in Vancouver | S | 45.640957 | -122.563394 | 29.87 | I-205 | 1502821800000 | 379 | 2017-08-15 04:30:00 |
| 70987 | 34 | 0 | Federal Way (320th) to Tacoma Dome | 0.00 | I-5 @ Tacoma Dome MP 134 | S | 47.234857 | -122.426813 | 134.09 | 005 | Federal Way-Tacoma (SB PM) | I-5 @ Federal Way VMS MP 145.22 | S | 47.315327 | -122.297855 | 143.64 | I-5 | 1502822100000 | 382 | 2017-08-15 04:35:00 |
| 70988 | 23 | 25 | SR14 and Cascade Pk to I-5 and I-84 JCT | 14.90 | I-5 and I-84 JCT in Portland | S | 45.532950 | -122.666410 | 302.17 | I-5 | 019 SR14 and Cascade Pk to I-5 and I-84 JCT | SR14 and Cascade Park in Vancouver | W | 45.596111 | -122.519722 | 7.72 | SR 14 | 1502821800000 | 384 | 2017-08-15 04:30:00 |
| 70989 | 19 | 20 | SR14 and Cascade Pk to I-205 to I-5 and I-84 JCT | 14.22 | I-5 and I-84 JCT in Portland | W | 45.525600 | -122.660460 | 0.45 | I-84 | 020 SR14 and Cascade Pk to I-205 to I-5 and I-... | SR14 and Cascade Park in Vancouver | W | 45.596111 | -122.519722 | 7.72 | SR 14 | 1502821800000 | 385 | 2017-08-15 04:30:00 |
| 70990 | 9 | 9 | EB SR 16 Olympic Dr WB To EB SR 16 Sprague EB ... | 8.38 | SR 16 @ Sprague EB On Ramp in Tacoma | E | 47.235191 | -122.467893 | 1.00 | SR 16 | EB SR 16, Olympic Dr To I-5 Jct | SR 16 @ Olympic Dr WB in Gig Harbor | E | 47.309330 | -122.579790 | 11.07 | SR 16 | 1502822100000 | 386 | 2017-08-15 04:35:00 |
| 70991 | 3 | 3 | EB SR 16 Olympic Dr WB To TNB-West | 2.66 | SR 16 @ TNB-West in Gig Harbor | E | 47.275660 | -122.560450 | 8.41 | SR 16 | EB SR 16, Olympic Dr To TNB-West | SR 16 @ Olympic Dr WB in Gig Harbor | E | 47.309330 | -122.579790 | 11.07 | SR 16 | 1502822100000 | 387 | 2017-08-15 04:35:00 |
| 70992 | 19 | 19 | SB I-5 Port of Tacoma To JBLM Main Gate | 15.70 | I-5 @ JBLM Main Gate | S | 47.104937 | -122.585386 | 121.04 | I-5 | SB I-5, PoT To JBLM Main Gate | I-5 @ PoT in Tacoma | S | 47.240541 | -122.372755 | 136.74 | I-5 | 1502822100000 | 388 | 2017-08-15 04:35:00 |
| 70993 | 6 | 6 | SB I-5 Port of Tacoma To SR 16 | 3.83 | I-5 @ SR 16 in Tacoma | S | 47.230182 | -122.449769 | 132.91 | I-5 | SB I-5, PoT To SR 16 | I-5 @ PoT in Tacoma | S | 47.240541 | -122.372755 | 136.74 | I-5 | 1502822100000 | 389 | 2017-08-15 04:35:00 |
| 70994 | 12 | 12 | SB I-5 Port of Tacoma To SR 512 | 9.39 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | SB I-5, PoT To SR 512 | I-5 @ PoT in Tacoma | S | 47.240541 | -122.372755 | 136.74 | I-5 | 1502822100000 | 390 | 2017-08-15 04:35:00 |
| 70995 | 26 | 22 | SB I-5 Pierce King County Line To JBLM Main Gate | 18.37 | I-5 @ JBLM Main Gate | S | 47.104937 | -122.585386 | 121.04 | I-5 | SB I-5, PKCL To JBLM Main Gate | I-5 @ Pierce King County Line | S | 47.255624 | -122.331130 | 139.41 | I-5 | 1502822100000 | 401 | 2017-08-15 04:35:00 |
| 70996 | 12 | 8 | SB I-5 Pierce King County Line To SR 16 | 6.50 | I-5 @ SR 16 in Tacoma | S | 47.230182 | -122.449769 | 132.91 | I-5 | SB I-5, PKCL To SR 16 | I-5 @ Pierce King County Line | S | 47.255624 | -122.331130 | 139.41 | I-5 | 1502822100000 | 402 | 2017-08-15 04:35:00 |
| 70997 | 19 | 15 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | SB I-5, PKCL To SR 512 | I-5 @ Pierce King County Line | S | 47.255624 | -122.331130 | 139.41 | I-5 | 1502822100000 | 403 | 2017-08-15 04:35:00 |
70998 rows × 20 columns
clean_multi_traffic_df.shape
(70998, 20)
The WSDOT Weather JSON files have a very similar structure to the traffic ones, so the processing pipeline is aobut the same. We're going to skip a few steps for brevity here. If you'd like to see a more gradual exploration of the data, scroll back up to the section on WSDOT Traffice Data
As before, get our bearings by listing the directory and reading a file. We'll through in a couple echo commands for some whitespace.
!ls -1 $jsondir/wsdot_weather | head
! echo ""
! echo ""
!head $jsondir/wsdot_weather/2017-08-13-23-37-10
2017-08-13-23-37-10
2017-08-14-00-07-10
2017-08-14-00-37-10
2017-08-14-01-07-10
2017-08-14-01-37-10
2017-08-14-02-07-10
2017-08-14-02-37-10
2017-08-14-03-07-11
2017-08-14-03-37-11
2017-08-14-04-07-11
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Hill","TemperatureInFahrenheit":66.00,"Visibility":null,"WindDirection":5,"WindDirectionCardinal":"N","WindGustSpeedInMPH":16,"WindSpeedInMPH":5},{"BarometricPressure":null,"Latitude":48.070300000,"Longitude":-124.049000000,"PrecipitationInInches":null,"ReadingTime":"\/Date(1502666845000-0700)\/","RelativeHumidity":42,"SkyCoverage":"N\/A","StationID":1975,"StationName":"Heckelville Shed","TemperatureInFahrenheit":61.00,"Visibility":null,"WindDirection":45,"WindDirectionCardinal":"NE","WindGustSpeedInMPH":13,"WindSpeedInMPH":7},{"BarometricPressure":null,"Latitude":46.887000000,"Longitude":-120.427000000,"PrecipitationInInches":null,"ReadingTime":"\/Date(1502666499000-0700)\/","RelativeHumidity":99,"SkyCoverage":"N\/A","StationID":1977,"StationName":"Manastash Ridge Eastbound","TemperatureInFahrenheit":70.00,"Visibility":null,"WindDirection":325,"WindDirectionCardinal":"NE","WindGustSpeedInMPH":28,"WindSpeedInMPH":20},{"BarometricPressure":null,"Latitude":46.928000000,"Longitude":-120.500000000,"PrecipitationInInches":null,"ReadingTime":"\/Date(1502666515000-0700)\/","RelativeHumidity":36,"SkyCoverage":"N\/A","StationID":1978,"StationName":"Manastash Ridge Westbound","TemperatureInFahrenheit":74.00,"Visibility":null,"WindDirection":285,"WindDirectionCardinal":"W","WindGustSpeedInMPH":29,"WindSpeedInMPH":20},{"BarometricPressure":null,"Latitude":47.305081700,"Longitude":-121.305688200,"PrecipitationInInches":null,"ReadingTime":"\/Date(1502666726000-0700)\/","RelativeHumidity":46,"SkyCoverage":"N\/A","StationID":1979,"StationName":"Stampede 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Auburn","TemperatureInFahrenheit":72.00,"Visibility":null,"WindDirection":275,"WindDirectionCardinal":"W","WindGustSpeedInMPH":8,"WindSpeedInMPH":5},{"BarometricPressure":605.50,"Latitude":46.049483000,"Longitude":-118.495917000,"PrecipitationInInches":null,"ReadingTime":"\/Date(1502666542000-0700)\/","RelativeHumidity":65,"SkyCoverage":"N\/A","StationID":3295,"StationName":"SR12 @ Frenchtown Rd MP 328.75","TemperatureInFahrenheit":82.00,"Visibility":null,"WindDirection":0,"WindDirectionCardinal":"N","WindGustSpeedInMPH":0,"WindSpeedInMPH":0},{"BarometricPressure":1003.00,"Latitude":47.830966800,"Longitude":-122.262359231,"PrecipitationInInches":null,"ReadingTime":"\/Date(1502667038000-0700)\/","RelativeHumidity":61,"SkyCoverage":"N\/A","StationID":3752,"StationName":"I-5 at I-405","TemperatureInFahrenheit":65.00,"Visibility":null,"WindDirection":0,"WindDirectionCardinal":"N","WindGustSpeedInMPH":13,"WindSpeedInMPH":7},{"BarometricPressure":null,"Latitude":46.802261130,"Longitude":-123.007164104,"PrecipitationInInches":null,"ReadingTime":"\/Date(1502666746000-0700)\/","RelativeHumidity":52,"SkyCoverage":"N\/A","StationID":3776,"StationName":"GRAND MOUND","TemperatureInFahrenheit":71.00,"Visibility":null,"WindDirection":292,"WindDirectionCardinal":"W","WindGustSpeedInMPH":12,"WindSpeedInMPH":6},{"BarometricPressure":29.90,"Latitude":47.640394000,"Longitude":-122.258735000,"PrecipitationInInches":null,"ReadingTime":"\/Date(1502666640000-0700)\/","RelativeHumidity":60,"SkyCoverage":"N\/A","StationID":3814,"StationName":"SR 520 Bridge","TemperatureInFahrenheit":68.00,"Visibility":null,"WindDirection":332,"WindDirectionCardinal":"NNW","WindGustSpeedInMPH":15,"WindSpeedInMPH":13},{"BarometricPressure":972.70,"Latitude":46.763142629,"Longitude":-122.192029836,"PrecipitationInInches":null,"ReadingTime":"\/Date(1502666748000-0700)\/","RelativeHumidity":53,"SkyCoverage":"N\/A","StationID":3830,"StationName":"SR 7 @ SR 706 Elbe ","TemperatureInFahrenheit":69.00,"Visibility":null,"WindDirection":300,"WindDirectionCardinal":"NE","WindGustSpeedInMPH":8,"WindSpeedInMPH":3},{"BarometricPressure":1011.20,"Latitude":48.963854000,"Longitude":-122.484913000,"PrecipitationInInches":null,"ReadingTime":"\/Date(1502667039000-0700)\/","RelativeHumidity":52,"SkyCoverage":"N\/A","StationID":3832,"StationName":"SR 539 at SR 546 (Badger Rd)","TemperatureInFahrenheit":72.00,"Visibility":null,"WindDirection":225,"WindDirectionCardinal":"SW","WindGustSpeedInMPH":16,"WindSpeedInMPH":9},{"BarometricPressure":1012.30,"Latitude":48.891981000,"Longitude":-122.485690000,"PrecipitationInInches":null,"ReadingTime":"\/Date(1502667041000-0700)\/","RelativeHumidity":47,"SkyCoverage":"N\/A","StationID":3833,"StationName":"SR 539 at SR 544 (Pole Rd)","TemperatureInFahrenheit":72.00,"Visibility":null,"WindDirection":155,"WindDirectionCardinal":"SE","WindGustSpeedInMPH":15,"WindSpeedInMPH":10},{"BarometricPressure":1012.90,"Latitude":47.847408802,"Longitude":-122.009759750,"PrecipitationInInches":null,"ReadingTime":"\/Date(1502667042000-0700)\/","RelativeHumidity":60,"SkyCoverage":"N\/A","StationID":3841,"StationName":"SR 522 at Main St","TemperatureInFahrenheit":67.00,"Visibility":null,"WindDirection":5,"WindDirectionCardinal":"N","WindGustSpeedInMPH":10,"WindSpeedInMPH":6},{"BarometricPressure":1014.30,"Latitude":47.353395000,"Longitude":-122.244567187,"PrecipitationInInches":null,"ReadingTime":"\/Date(1502667044000-0700)\/","RelativeHumidity":52,"SkyCoverage":"N\/A","StationID":3852,"StationName":"SR 167 at S 277th St","TemperatureInFahrenheit":71.00,"Visibility":null,"WindDirection":285,"WindDirectionCardinal":"W","WindGustSpeedInMPH":12,"WindSpeedInMPH":8},{"BarometricPressure":null,"Latitude":47.263826124,"Longitude":-122.545658013,"PrecipitationInInches":null,"ReadingTime":"\/Date(1502666905000-0700)\/","RelativeHumidity":null,"SkyCoverage":"N\/A","StationID":3854,"StationName":"Tacoma Narrows Bridge","TemperatureInFahrenheit":null,"Visibility":null,"WindDirection":210,"WindDirectionCardinal":"SW","WindGustSpeedInMPH":9,"WindSpeedInMPH":3}]
Import the libraries we need (pandas, json, ad a few friends).
these same libraries were imported earlier for WSOT transportation, but we repeat them here in case you'd like to copy/paste into a a notebook of your own.
import json
import pandas as pd
import os
from pandas.io.json import json_normalize
jsondir = "/home/vagrant/json"
wsdot_weather_filepath = jsondir + "/wsdot_weather/2017-08-13-23-37-10"
with open(wsdot_weather_filepath) as json_file:
raw_json = json.load(json_file)
raw_json
[{'BarometricPressure': 1010.1,
'Latitude': 47.4748,
'Longitude': -122.2704,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667002000-0700)/',
'RelativeHumidity': 59,
'SkyCoverage': 'N/A',
'StationID': 1909,
'StationName': 'SB I-5 144th',
'TemperatureInFahrenheit': 71.0,
'Visibility': None,
'WindDirection': 355,
'WindDirectionCardinal': 'N',
'WindGustSpeedInMPH': 12,
'WindSpeedInMPH': 7},
{'BarometricPressure': 1014.8,
'Latitude': 47.760632547,
'Longitude': -122.18404783,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667016000-0700)/',
'RelativeHumidity': 57,
'SkyCoverage': 'N/A',
'StationID': 1910,
'StationName': 'SB I-405 N.E. 195th',
'TemperatureInFahrenheit': 68.0,
'Visibility': None,
'WindDirection': 65,
'WindDirectionCardinal': 'NE',
'WindGustSpeedInMPH': 9,
'WindSpeedInMPH': 2},
{'BarometricPressure': 981.5,
'Latitude': 47.509,
'Longitude': -121.885,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667008000-0700)/',
'RelativeHumidity': 67,
'SkyCoverage': 'N/A',
'StationID': 1928,
'StationName': 'EB I-90 @ SR-18 Echo Lake',
'TemperatureInFahrenheit': 68.0,
'Visibility': None,
'WindDirection': 125,
'WindDirectionCardinal': 'SE',
'WindGustSpeedInMPH': 6,
'WindSpeedInMPH': 2},
{'BarometricPressure': 1002.6,
'Latitude': 47.726,
'Longitude': -122.324,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667001000-0700)/',
'RelativeHumidity': 64,
'SkyCoverage': 'N/A',
'StationID': 1966,
'StationName': '130th Street',
'TemperatureInFahrenheit': 67.0,
'Visibility': None,
'WindDirection': 235,
'WindDirectionCardinal': 'SW',
'WindGustSpeedInMPH': 0,
'WindSpeedInMPH': 0},
{'BarometricPressure': None,
'Latitude': 46.436,
'Longitude': -117.35,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666981000-0700)/',
'RelativeHumidity': 46,
'SkyCoverage': 'N/A',
'StationID': 1968,
'StationName': 'Alpowa Summit',
'TemperatureInFahrenheit': 71.0,
'Visibility': None,
'WindDirection': 260,
'WindDirectionCardinal': 'W',
'WindGustSpeedInMPH': 16,
'WindSpeedInMPH': 9},
{'BarometricPressure': None,
'Latitude': 47.0338,
'Longitude': -123.0971,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667000000-0700)/',
'RelativeHumidity': 52,
'SkyCoverage': 'N/A',
'StationID': 1970,
'StationName': 'Rock Candy Mountain',
'TemperatureInFahrenheit': 70.0,
'Visibility': None,
'WindDirection': 181,
'WindDirectionCardinal': 'S',
'WindGustSpeedInMPH': 17,
'WindSpeedInMPH': 4},
{'BarometricPressure': None,
'Latitude': 47.5555,
'Longitude': -120.5866,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666776000-0700)/',
'RelativeHumidity': 26,
'SkyCoverage': 'N/A',
'StationID': 1972,
'StationName': 'Dryden Road',
'TemperatureInFahrenheit': 84.0,
'Visibility': None,
'WindDirection': 0,
'WindDirectionCardinal': 'N',
'WindGustSpeedInMPH': 12,
'WindSpeedInMPH': 5},
{'BarometricPressure': None,
'Latitude': 47.2691,
'Longitude': -121.2392,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666732000-0700)/',
'RelativeHumidity': 49,
'SkyCoverage': 'N/A',
'StationID': 1973,
'StationName': 'Easton Hill',
'TemperatureInFahrenheit': 66.0,
'Visibility': None,
'WindDirection': 5,
'WindDirectionCardinal': 'N',
'WindGustSpeedInMPH': 16,
'WindSpeedInMPH': 5},
{'BarometricPressure': None,
'Latitude': 48.0703,
'Longitude': -124.049,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666845000-0700)/',
'RelativeHumidity': 42,
'SkyCoverage': 'N/A',
'StationID': 1975,
'StationName': 'Heckelville Shed',
'TemperatureInFahrenheit': 61.0,
'Visibility': None,
'WindDirection': 45,
'WindDirectionCardinal': 'NE',
'WindGustSpeedInMPH': 13,
'WindSpeedInMPH': 7},
{'BarometricPressure': None,
'Latitude': 46.887,
'Longitude': -120.427,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666499000-0700)/',
'RelativeHumidity': 99,
'SkyCoverage': 'N/A',
'StationID': 1977,
'StationName': 'Manastash Ridge Eastbound',
'TemperatureInFahrenheit': 70.0,
'Visibility': None,
'WindDirection': 325,
'WindDirectionCardinal': 'NE',
'WindGustSpeedInMPH': 28,
'WindSpeedInMPH': 20},
{'BarometricPressure': None,
'Latitude': 46.928,
'Longitude': -120.5,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666515000-0700)/',
'RelativeHumidity': 36,
'SkyCoverage': 'N/A',
'StationID': 1978,
'StationName': 'Manastash Ridge Westbound',
'TemperatureInFahrenheit': 74.0,
'Visibility': None,
'WindDirection': 285,
'WindDirectionCardinal': 'W',
'WindGustSpeedInMPH': 29,
'WindSpeedInMPH': 20},
{'BarometricPressure': None,
'Latitude': 47.3050817,
'Longitude': -121.3056882,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666726000-0700)/',
'RelativeHumidity': 46,
'SkyCoverage': 'N/A',
'StationID': 1979,
'StationName': 'Stampede Overpass',
'TemperatureInFahrenheit': 69.0,
'Visibility': None,
'WindDirection': 231,
'WindDirectionCardinal': 'SW',
'WindGustSpeedInMPH': 15,
'WindSpeedInMPH': 2},
{'BarometricPressure': None,
'Latitude': 47.078,
'Longitude': -120.724,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666472000-0700)/',
'RelativeHumidity': 35,
'SkyCoverage': 'N/A',
'StationID': 1980,
'StationName': 'Rocky Canyon',
'TemperatureInFahrenheit': 75.0,
'Visibility': None,
'WindDirection': 305,
'WindDirectionCardinal': 'NE',
'WindGustSpeedInMPH': 31,
'WindSpeedInMPH': 21},
{'BarometricPressure': None,
'Latitude': 46.943,
'Longitude': -120.165,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666528000-0700)/',
'RelativeHumidity': 24,
'SkyCoverage': 'N/A',
'StationID': 1981,
'StationName': 'Ryegrass Summit',
'TemperatureInFahrenheit': 72.0,
'Visibility': None,
'WindDirection': 185,
'WindDirectionCardinal': 'S',
'WindGustSpeedInMPH': 39,
'WindSpeedInMPH': 32},
{'BarometricPressure': 996.5,
'Latitude': 48.688,
'Longitude': -122.4,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667014000-0700)/',
'RelativeHumidity': 55,
'SkyCoverage': 'N/A',
'StationID': 1982,
'StationName': 'Lake Samish Park and Ride',
'TemperatureInFahrenheit': 69.0,
'Visibility': None,
'WindDirection': 95,
'WindDirectionCardinal': 'E',
'WindGustSpeedInMPH': 11,
'WindSpeedInMPH': 4},
{'BarometricPressure': None,
'Latitude': 47.7459,
'Longitude': -121.0891,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666771000-0700)/',
'RelativeHumidity': None,
'SkyCoverage': 'N/A',
'StationID': 1984,
'StationName': 'Stevens Pass',
'TemperatureInFahrenheit': None,
'Visibility': None,
'WindDirection': None,
'WindDirectionCardinal': 'N/A',
'WindGustSpeedInMPH': None,
'WindSpeedInMPH': None},
{'BarometricPressure': 1013.7,
'Latitude': 48.992,
'Longitude': -122.272,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667018000-0700)/',
'RelativeHumidity': 49,
'SkyCoverage': 'N/A',
'StationID': 1985,
'StationName': 'SUMAS SR 9 AT FRONT ST (SR 547)',
'TemperatureInFahrenheit': 72.0,
'Visibility': None,
'WindDirection': 0,
'WindDirectionCardinal': 'N',
'WindGustSpeedInMPH': 15,
'WindSpeedInMPH': 6},
{'BarometricPressure': None,
'Latitude': 47.043,
'Longitude': -119.916,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667004000-0700)/',
'RelativeHumidity': 26,
'SkyCoverage': 'N/A',
'StationID': 1987,
'StationName': 'Silica Road',
'TemperatureInFahrenheit': 80.0,
'Visibility': None,
'WindDirection': 280,
'WindDirectionCardinal': 'W',
'WindGustSpeedInMPH': 28,
'WindSpeedInMPH': 16},
{'BarometricPressure': None,
'Latitude': 47.085,
'Longitude': -119.006,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667010000-0700)/',
'RelativeHumidity': 40,
'SkyCoverage': 'N/A',
'StationID': 1988,
'StationName': 'Warden Interchange',
'TemperatureInFahrenheit': 81.0,
'Visibility': None,
'WindDirection': 170,
'WindDirectionCardinal': 'S',
'WindGustSpeedInMPH': 18,
'WindSpeedInMPH': 11},
{'BarometricPressure': None,
'Latitude': 47.113,
'Longitude': -120.786,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666522000-0700)/',
'RelativeHumidity': 99,
'SkyCoverage': 'N/A',
'StationID': 1989,
'StationName': 'Elk Heights',
'TemperatureInFahrenheit': 69.0,
'Visibility': None,
'WindDirection': 245,
'WindDirectionCardinal': 'SW',
'WindGustSpeedInMPH': 21,
'WindSpeedInMPH': 9},
{'BarometricPressure': None,
'Latitude': 48.0504,
'Longitude': -122.9523,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502663594000-0700)/',
'RelativeHumidity': 47,
'SkyCoverage': 'N/A',
'StationID': 2044,
'StationName': 'Diamond Point',
'TemperatureInFahrenheit': 65.0,
'Visibility': None,
'WindDirection': 290,
'WindDirectionCardinal': 'W',
'WindGustSpeedInMPH': 18,
'WindSpeedInMPH': 10},
{'BarometricPressure': None,
'Latitude': 48.0938,
'Longitude': -123.2783,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667004000-0700)/',
'RelativeHumidity': 68,
'SkyCoverage': 'N/A',
'StationID': 2045,
'StationName': 'Seibert Creek Bridge',
'TemperatureInFahrenheit': 61.0,
'Visibility': None,
'WindDirection': 239,
'WindDirectionCardinal': 'SW',
'WindGustSpeedInMPH': 26,
'WindSpeedInMPH': 13},
{'BarometricPressure': None,
'Latitude': 47.4435,
'Longitude': -121.6694,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666721000-0700)/',
'RelativeHumidity': 42,
'SkyCoverage': 'N/A',
'StationID': 2068,
'StationName': 'Snoqualmie River Bridge',
'TemperatureInFahrenheit': 67.0,
'Visibility': None,
'WindDirection': 210,
'WindDirectionCardinal': 'SW',
'WindGustSpeedInMPH': 6,
'WindSpeedInMPH': 2},
{'BarometricPressure': 994.8,
'Latitude': 47.473,
'Longitude': -121.742,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667011000-0700)/',
'RelativeHumidity': None,
'SkyCoverage': 'N/A',
'StationID': 2069,
'StationName': 'WB I-90 near Tanner Crossing',
'TemperatureInFahrenheit': None,
'Visibility': None,
'WindDirection': None,
'WindDirectionCardinal': 'N/A',
'WindGustSpeedInMPH': None,
'WindSpeedInMPH': None},
{'BarometricPressure': None,
'Latitude': 47.427,
'Longitude': -121.418,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666572000-0700)/',
'RelativeHumidity': 50,
'SkyCoverage': 'N/A',
'StationID': 2085,
'StationName': 'Alpental Exit',
'TemperatureInFahrenheit': 60.0,
'Visibility': None,
'WindDirection': 0,
'WindDirectionCardinal': 'N',
'WindGustSpeedInMPH': 13,
'WindSpeedInMPH': 9},
{'BarometricPressure': None,
'Latitude': 47.3348,
'Longitude': -120.5771,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666766000-0700)/',
'RelativeHumidity': 41,
'SkyCoverage': 'N/A',
'StationID': 2108,
'StationName': 'Blewett Pass',
'TemperatureInFahrenheit': 68.0,
'Visibility': None,
'WindDirection': 270,
'WindDirectionCardinal': 'W',
'WindGustSpeedInMPH': 9,
'WindSpeedInMPH': 2},
{'BarometricPressure': None,
'Latitude': 46.638,
'Longitude': -121.39,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666534000-0700)/',
'RelativeHumidity': 68,
'SkyCoverage': 'N/A',
'StationID': 2139,
'StationName': 'White Pass Summit',
'TemperatureInFahrenheit': 56.0,
'Visibility': None,
'WindDirection': 90,
'WindDirectionCardinal': 'E',
'WindGustSpeedInMPH': 13,
'WindSpeedInMPH': 4},
{'BarometricPressure': None,
'Latitude': 47.3019,
'Longitude': -120.0678,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666822000-0700)/',
'RelativeHumidity': 24,
'SkyCoverage': 'N/A',
'StationID': 2173,
'StationName': 'Palisades',
'TemperatureInFahrenheit': 84.0,
'Visibility': None,
'WindDirection': 15,
'WindDirectionCardinal': 'N',
'WindGustSpeedInMPH': 21,
'WindSpeedInMPH': 13},
{'BarometricPressure': None,
'Latitude': 47.2331,
'Longitude': -119.9582,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666828000-0700)/',
'RelativeHumidity': 83,
'SkyCoverage': 'N/A',
'StationID': 2174,
'StationName': 'Quincy Rest Area',
'TemperatureInFahrenheit': 82.0,
'Visibility': None,
'WindDirection': 145,
'WindDirectionCardinal': 'SE',
'WindGustSpeedInMPH': 13,
'WindSpeedInMPH': 7},
{'BarometricPressure': None,
'Latitude': 47.8156,
'Longitude': -119.363,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666882000-0700)/',
'RelativeHumidity': 23,
'SkyCoverage': 'N/A',
'StationID': 2175,
'StationName': 'Mansfield',
'TemperatureInFahrenheit': 79.0,
'Visibility': None,
'WindDirection': 235,
'WindDirectionCardinal': 'SW',
'WindGustSpeedInMPH': 0,
'WindSpeedInMPH': 0},
{'BarometricPressure': 1032.0,
'Latitude': 47.9723,
'Longitude': -119.197,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666272000-0700)/',
'RelativeHumidity': 20,
'SkyCoverage': 'N/A',
'StationID': 2176,
'StationName': 'Coulee Dam West',
'TemperatureInFahrenheit': 79.0,
'Visibility': None,
'WindDirection': 5,
'WindDirectionCardinal': 'N',
'WindGustSpeedInMPH': 25,
'WindSpeedInMPH': 12},
{'BarometricPressure': None,
'Latitude': 48.5004,
'Longitude': -119.508878,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502665323000-0700)/',
'RelativeHumidity': 21,
'SkyCoverage': 'N/A',
'StationID': 2177,
'StationName': 'Riverside',
'TemperatureInFahrenheit': 87.0,
'Visibility': None,
'WindDirection': 240,
'WindDirectionCardinal': 'SW',
'WindGustSpeedInMPH': 14,
'WindSpeedInMPH': 8},
{'BarometricPressure': 1032.6,
'Latitude': 48.0784,
'Longitude': -120.0113,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502665260000-0700)/',
'RelativeHumidity': 18,
'SkyCoverage': 'N/A',
'StationID': 2178,
'StationName': 'Methow',
'TemperatureInFahrenheit': 90.0,
'Visibility': None,
'WindDirection': 85,
'WindDirectionCardinal': 'E',
'WindGustSpeedInMPH': 15,
'WindSpeedInMPH': 8},
{'BarometricPressure': None,
'Latitude': 47.2531,
'Longitude': -120.6932,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666912000-0700)/',
'RelativeHumidity': 5,
'SkyCoverage': 'N/A',
'StationID': 2179,
'StationName': 'South Blewett',
'TemperatureInFahrenheit': 69.0,
'Visibility': None,
'WindDirection': 185,
'WindDirectionCardinal': 'S',
'WindGustSpeedInMPH': 1,
'WindSpeedInMPH': 1},
{'BarometricPressure': None,
'Latitude': 47.527,
'Longitude': -120.4838,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666814000-0700)/',
'RelativeHumidity': 22,
'SkyCoverage': 'N/A',
'StationID': 2180,
'StationName': 'Cashmere',
'TemperatureInFahrenheit': 83.0,
'Visibility': None,
'WindDirection': 125,
'WindDirectionCardinal': 'SE',
'WindGustSpeedInMPH': 22,
'WindSpeedInMPH': 8},
{'BarometricPressure': None,
'Latitude': 47.6504,
'Longitude': -120.1475,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666919000-0700)/',
'RelativeHumidity': 35,
'SkyCoverage': 'N/A',
'StationID': 2194,
'StationName': 'Waterville',
'TemperatureInFahrenheit': 75.0,
'Visibility': None,
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'SkyCoverage': 'N/A',
'StationID': 3268,
'StationName': 'SR526 INTERCHANGE',
'TemperatureInFahrenheit': 65.0,
'Visibility': None,
'WindDirection': 330,
'WindDirectionCardinal': 'NE',
'WindGustSpeedInMPH': 17,
'WindSpeedInMPH': 9},
{'BarometricPressure': 924.1,
'Latitude': 47.9803,
'Longitude': -122.188,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667025000-0700)/',
'RelativeHumidity': 2,
'SkyCoverage': 'N/A',
'StationID': 3269,
'StationName': 'SR2 @ I-5 INTERCHANGE EVERETT',
'TemperatureInFahrenheit': 70.0,
'Visibility': None,
'WindDirection': 280,
'WindDirectionCardinal': 'W',
'WindGustSpeedInMPH': 18,
'WindSpeedInMPH': 9},
{'BarometricPressure': 1012.0,
'Latitude': 48.2042,
'Longitude': -122.2142,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667025000-0700)/',
'RelativeHumidity': None,
'SkyCoverage': 'N/A',
'StationID': 3270,
'StationName': 'STILLIGUAMISH RIVER',
'TemperatureInFahrenheit': 68.0,
'Visibility': None,
'WindDirection': 340,
'WindDirectionCardinal': 'N',
'WindGustSpeedInMPH': 1,
'WindSpeedInMPH': 0},
{'BarometricPressure': 996.1,
'Latitude': 47.8139,
'Longitude': -121.5709,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667031000-0700)/',
'RelativeHumidity': 64,
'SkyCoverage': 'N/A',
'StationID': 3271,
'StationName': 'INDEX GALENA ROAD',
'TemperatureInFahrenheit': 64.0,
'Visibility': None,
'WindDirection': 306,
'WindDirectionCardinal': 'NE',
'WindGustSpeedInMPH': 4,
'WindSpeedInMPH': 2},
{'BarometricPressure': 882.0,
'Latitude': 46.500278,
'Longitude': -119.611667,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666536000-0700)/',
'RelativeHumidity': None,
'SkyCoverage': 'N/A',
'StationID': 3273,
'StationName': 'SR240 @ Beloit',
'TemperatureInFahrenheit': 83.0,
'Visibility': None,
'WindDirection': 310,
'WindDirectionCardinal': 'NE',
'WindGustSpeedInMPH': 19,
'WindSpeedInMPH': 7},
{'BarometricPressure': None,
'Latitude': 46.467063,
'Longitude': -119.541111,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666537000-0700)/',
'RelativeHumidity': 29,
'SkyCoverage': 'N/A',
'StationID': 3274,
'StationName': 'SR240 @ Mid Hanford',
'TemperatureInFahrenheit': 85.0,
'Visibility': None,
'WindDirection': 295,
'WindDirectionCardinal': 'NE',
'WindGustSpeedInMPH': 12,
'WindSpeedInMPH': 9},
{'BarometricPressure': None,
'Latitude': 46.383155,
'Longitude': -119.422786,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666539000-0700)/',
'RelativeHumidity': 33,
'SkyCoverage': 'N/A',
'StationID': 3275,
'StationName': 'SR240 @ SR225 Horn Rd ',
'TemperatureInFahrenheit': 84.0,
'Visibility': None,
'WindDirection': 180,
'WindDirectionCardinal': 'S',
'WindGustSpeedInMPH': 21,
'WindSpeedInMPH': 14},
{'BarometricPressure': None,
'Latitude': 46.325574,
'Longitude': -119.316126,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666540000-0700)/',
'RelativeHumidity': 36,
'SkyCoverage': 'N/A',
'StationID': 3276,
'StationName': 'SR240 @ Twin Bridges',
'TemperatureInFahrenheit': 85.0,
'Visibility': None,
'WindDirection': 190,
'WindDirectionCardinal': 'S',
'WindGustSpeedInMPH': 21,
'WindSpeedInMPH': 14},
{'BarometricPressure': 1011.1,
'Latitude': 47.303516,
'Longitude': -122.232946,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667036000-0700)/',
'RelativeHumidity': 52,
'SkyCoverage': 'N/A',
'StationID': 3277,
'StationName': 'SR 18 @ C St, Auburn',
'TemperatureInFahrenheit': 72.0,
'Visibility': None,
'WindDirection': 275,
'WindDirectionCardinal': 'W',
'WindGustSpeedInMPH': 8,
'WindSpeedInMPH': 5},
{'BarometricPressure': 605.5,
'Latitude': 46.049483,
'Longitude': -118.495917,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666542000-0700)/',
'RelativeHumidity': 65,
'SkyCoverage': 'N/A',
'StationID': 3295,
'StationName': 'SR12 @ Frenchtown Rd MP 328.75',
'TemperatureInFahrenheit': 82.0,
'Visibility': None,
'WindDirection': 0,
'WindDirectionCardinal': 'N',
'WindGustSpeedInMPH': 0,
'WindSpeedInMPH': 0},
{'BarometricPressure': 1003.0,
'Latitude': 47.8309668,
'Longitude': -122.262359231,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667038000-0700)/',
'RelativeHumidity': 61,
'SkyCoverage': 'N/A',
'StationID': 3752,
'StationName': 'I-5 at I-405',
'TemperatureInFahrenheit': 65.0,
'Visibility': None,
'WindDirection': 0,
'WindDirectionCardinal': 'N',
'WindGustSpeedInMPH': 13,
'WindSpeedInMPH': 7},
{'BarometricPressure': None,
'Latitude': 46.80226113,
'Longitude': -123.007164104,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666746000-0700)/',
'RelativeHumidity': 52,
'SkyCoverage': 'N/A',
'StationID': 3776,
'StationName': 'GRAND MOUND',
'TemperatureInFahrenheit': 71.0,
'Visibility': None,
'WindDirection': 292,
'WindDirectionCardinal': 'W',
'WindGustSpeedInMPH': 12,
'WindSpeedInMPH': 6},
{'BarometricPressure': 29.9,
'Latitude': 47.640394,
'Longitude': -122.258735,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666640000-0700)/',
'RelativeHumidity': 60,
'SkyCoverage': 'N/A',
'StationID': 3814,
'StationName': 'SR 520 Bridge',
'TemperatureInFahrenheit': 68.0,
'Visibility': None,
'WindDirection': 332,
'WindDirectionCardinal': 'NNW',
'WindGustSpeedInMPH': 15,
'WindSpeedInMPH': 13},
{'BarometricPressure': 972.7,
'Latitude': 46.763142629,
'Longitude': -122.192029836,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666748000-0700)/',
'RelativeHumidity': 53,
'SkyCoverage': 'N/A',
'StationID': 3830,
'StationName': 'SR 7 @ SR 706 Elbe ',
'TemperatureInFahrenheit': 69.0,
'Visibility': None,
'WindDirection': 300,
'WindDirectionCardinal': 'NE',
'WindGustSpeedInMPH': 8,
'WindSpeedInMPH': 3},
{'BarometricPressure': 1011.2,
'Latitude': 48.963854,
'Longitude': -122.484913,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667039000-0700)/',
'RelativeHumidity': 52,
'SkyCoverage': 'N/A',
'StationID': 3832,
'StationName': 'SR 539 at SR 546 (Badger Rd)',
'TemperatureInFahrenheit': 72.0,
'Visibility': None,
'WindDirection': 225,
'WindDirectionCardinal': 'SW',
'WindGustSpeedInMPH': 16,
'WindSpeedInMPH': 9},
{'BarometricPressure': 1012.3,
'Latitude': 48.891981,
'Longitude': -122.48569,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667041000-0700)/',
'RelativeHumidity': 47,
'SkyCoverage': 'N/A',
'StationID': 3833,
'StationName': 'SR 539 at SR 544 (Pole Rd)',
'TemperatureInFahrenheit': 72.0,
'Visibility': None,
'WindDirection': 155,
'WindDirectionCardinal': 'SE',
'WindGustSpeedInMPH': 15,
'WindSpeedInMPH': 10},
{'BarometricPressure': 1012.9,
'Latitude': 47.847408802,
'Longitude': -122.00975975,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667042000-0700)/',
'RelativeHumidity': 60,
'SkyCoverage': 'N/A',
'StationID': 3841,
'StationName': 'SR 522 at Main St',
'TemperatureInFahrenheit': 67.0,
'Visibility': None,
'WindDirection': 5,
'WindDirectionCardinal': 'N',
'WindGustSpeedInMPH': 10,
'WindSpeedInMPH': 6},
{'BarometricPressure': 1014.3,
'Latitude': 47.353395,
'Longitude': -122.244567187,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502667044000-0700)/',
'RelativeHumidity': 52,
'SkyCoverage': 'N/A',
'StationID': 3852,
'StationName': 'SR 167 at S 277th St',
'TemperatureInFahrenheit': 71.0,
'Visibility': None,
'WindDirection': 285,
'WindDirectionCardinal': 'W',
'WindGustSpeedInMPH': 12,
'WindSpeedInMPH': 8},
{'BarometricPressure': None,
'Latitude': 47.263826124,
'Longitude': -122.545658013,
'PrecipitationInInches': None,
'ReadingTime': '/Date(1502666905000-0700)/',
'RelativeHumidity': None,
'SkyCoverage': 'N/A',
'StationID': 3854,
'StationName': 'Tacoma Narrows Bridge',
'TemperatureInFahrenheit': None,
'Visibility': None,
'WindDirection': 210,
'WindDirectionCardinal': 'SW',
'WindGustSpeedInMPH': 9,
'WindSpeedInMPH': 3}]
We've proved that we have readable json; let's convert it into a dataframe
wsdot_weather_df = json_normalize(raw_json)
wsdot_weather_df
| BarometricPressure | Latitude | Longitude | PrecipitationInInches | ReadingTime | RelativeHumidity | SkyCoverage | StationID | StationName | TemperatureInFahrenheit | Visibility | WindDirection | WindDirectionCardinal | WindGustSpeedInMPH | WindSpeedInMPH | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1010.1 | 47.474800 | -122.270400 | None | /Date(1502667002000-0700)/ | 59.0 | N/A | 1909 | SB I-5 144th | 71.0 | None | 355.0 | N | 12.0 | 7.0 |
| 1 | 1014.8 | 47.760633 | -122.184048 | None | /Date(1502667016000-0700)/ | 57.0 | N/A | 1910 | SB I-405 N.E. 195th | 68.0 | None | 65.0 | NE | 9.0 | 2.0 |
| 2 | 981.5 | 47.509000 | -121.885000 | None | /Date(1502667008000-0700)/ | 67.0 | N/A | 1928 | EB I-90 @ SR-18 Echo Lake | 68.0 | None | 125.0 | SE | 6.0 | 2.0 |
| 3 | 1002.6 | 47.726000 | -122.324000 | None | /Date(1502667001000-0700)/ | 64.0 | N/A | 1966 | 130th Street | 67.0 | None | 235.0 | SW | 0.0 | 0.0 |
| 4 | NaN | 46.436000 | -117.350000 | None | /Date(1502666981000-0700)/ | 46.0 | N/A | 1968 | Alpowa Summit | 71.0 | None | 260.0 | W | 16.0 | 9.0 |
| 5 | NaN | 47.033800 | -123.097100 | None | /Date(1502667000000-0700)/ | 52.0 | N/A | 1970 | Rock Candy Mountain | 70.0 | None | 181.0 | S | 17.0 | 4.0 |
| 6 | NaN | 47.555500 | -120.586600 | None | /Date(1502666776000-0700)/ | 26.0 | N/A | 1972 | Dryden Road | 84.0 | None | 0.0 | N | 12.0 | 5.0 |
| 7 | NaN | 47.269100 | -121.239200 | None | /Date(1502666732000-0700)/ | 49.0 | N/A | 1973 | Easton Hill | 66.0 | None | 5.0 | N | 16.0 | 5.0 |
| 8 | NaN | 48.070300 | -124.049000 | None | /Date(1502666845000-0700)/ | 42.0 | N/A | 1975 | Heckelville Shed | 61.0 | None | 45.0 | NE | 13.0 | 7.0 |
| 9 | NaN | 46.887000 | -120.427000 | None | /Date(1502666499000-0700)/ | 99.0 | N/A | 1977 | Manastash Ridge Eastbound | 70.0 | None | 325.0 | NE | 28.0 | 20.0 |
| 10 | NaN | 46.928000 | -120.500000 | None | /Date(1502666515000-0700)/ | 36.0 | N/A | 1978 | Manastash Ridge Westbound | 74.0 | None | 285.0 | W | 29.0 | 20.0 |
| 11 | NaN | 47.305082 | -121.305688 | None | /Date(1502666726000-0700)/ | 46.0 | N/A | 1979 | Stampede Overpass | 69.0 | None | 231.0 | SW | 15.0 | 2.0 |
| 12 | NaN | 47.078000 | -120.724000 | None | /Date(1502666472000-0700)/ | 35.0 | N/A | 1980 | Rocky Canyon | 75.0 | None | 305.0 | NE | 31.0 | 21.0 |
| 13 | NaN | 46.943000 | -120.165000 | None | /Date(1502666528000-0700)/ | 24.0 | N/A | 1981 | Ryegrass Summit | 72.0 | None | 185.0 | S | 39.0 | 32.0 |
| 14 | 996.5 | 48.688000 | -122.400000 | None | /Date(1502667014000-0700)/ | 55.0 | N/A | 1982 | Lake Samish Park and Ride | 69.0 | None | 95.0 | E | 11.0 | 4.0 |
| 15 | NaN | 47.745900 | -121.089100 | None | /Date(1502666771000-0700)/ | NaN | N/A | 1984 | Stevens Pass | NaN | None | NaN | N/A | NaN | NaN |
| 16 | 1013.7 | 48.992000 | -122.272000 | None | /Date(1502667018000-0700)/ | 49.0 | N/A | 1985 | SUMAS SR 9 AT FRONT ST (SR 547) | 72.0 | None | 0.0 | N | 15.0 | 6.0 |
| 17 | NaN | 47.043000 | -119.916000 | None | /Date(1502667004000-0700)/ | 26.0 | N/A | 1987 | Silica Road | 80.0 | None | 280.0 | W | 28.0 | 16.0 |
| 18 | NaN | 47.085000 | -119.006000 | None | /Date(1502667010000-0700)/ | 40.0 | N/A | 1988 | Warden Interchange | 81.0 | None | 170.0 | S | 18.0 | 11.0 |
| 19 | NaN | 47.113000 | -120.786000 | None | /Date(1502666522000-0700)/ | 99.0 | N/A | 1989 | Elk Heights | 69.0 | None | 245.0 | SW | 21.0 | 9.0 |
| 20 | NaN | 48.050400 | -122.952300 | None | /Date(1502663594000-0700)/ | 47.0 | N/A | 2044 | Diamond Point | 65.0 | None | 290.0 | W | 18.0 | 10.0 |
| 21 | NaN | 48.093800 | -123.278300 | None | /Date(1502667004000-0700)/ | 68.0 | N/A | 2045 | Seibert Creek Bridge | 61.0 | None | 239.0 | SW | 26.0 | 13.0 |
| 22 | NaN | 47.443500 | -121.669400 | None | /Date(1502666721000-0700)/ | 42.0 | N/A | 2068 | Snoqualmie River Bridge | 67.0 | None | 210.0 | SW | 6.0 | 2.0 |
| 23 | 994.8 | 47.473000 | -121.742000 | None | /Date(1502667011000-0700)/ | NaN | N/A | 2069 | WB I-90 near Tanner Crossing | NaN | None | NaN | N/A | NaN | NaN |
| 24 | NaN | 47.427000 | -121.418000 | None | /Date(1502666572000-0700)/ | 50.0 | N/A | 2085 | Alpental Exit | 60.0 | None | 0.0 | N | 13.0 | 9.0 |
| 25 | NaN | 47.334800 | -120.577100 | None | /Date(1502666766000-0700)/ | 41.0 | N/A | 2108 | Blewett Pass | 68.0 | None | 270.0 | W | 9.0 | 2.0 |
| 26 | NaN | 46.638000 | -121.390000 | None | /Date(1502666534000-0700)/ | 68.0 | N/A | 2139 | White Pass Summit | 56.0 | None | 90.0 | E | 13.0 | 4.0 |
| 27 | NaN | 47.301900 | -120.067800 | None | /Date(1502666822000-0700)/ | 24.0 | N/A | 2173 | Palisades | 84.0 | None | 15.0 | N | 21.0 | 13.0 |
| 28 | NaN | 47.233100 | -119.958200 | None | /Date(1502666828000-0700)/ | 83.0 | N/A | 2174 | Quincy Rest Area | 82.0 | None | 145.0 | SE | 13.0 | 7.0 |
| 29 | NaN | 47.815600 | -119.363000 | None | /Date(1502666882000-0700)/ | 23.0 | N/A | 2175 | Mansfield | 79.0 | None | 235.0 | SW | 0.0 | 0.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 72 | NaN | 48.876000 | -117.348300 | None | /Date(1502664709000-0700)/ | 51.0 | N/A | 3007 | Metaline Fall on SR31@MP16.69 | 67.0 | None | 170.0 | S | 8.0 | 5.0 |
| 73 | 998.8 | 47.532000 | -121.985000 | None | /Date(1502667021000-0700)/ | NaN | N/A | 3038 | I-90 at Sunset | NaN | None | 270.0 | W | 9.0 | 6.0 |
| 74 | 987.3 | 46.217600 | -119.748900 | None | /Date(1502667005000-0700)/ | 35.0 | N/A | 3110 | Prosser | 84.0 | None | 291.0 | W | 13.0 | 6.0 |
| 75 | 976.6 | 46.538500 | -120.471800 | None | /Date(1502666488000-0700)/ | 25.0 | N/A | 3111 | Parker | 82.0 | None | 95.0 | E | 12.0 | 7.0 |
| 76 | 977.4 | 46.538400 | -120.472000 | None | /Date(1502666439000-0700)/ | 26.0 | N/A | 3112 | Union Gap | 82.0 | None | 291.0 | W | 8.0 | 6.0 |
| 77 | NaN | 46.393000 | -120.241100 | None | /Date(1502666428000-0700)/ | 32.0 | N/A | 3113 | Zillah | 82.0 | None | 196.0 | S | 5.0 | 4.0 |
| 78 | 981.4 | 46.326600 | -120.077900 | None | /Date(1502666416000-0700)/ | 35.0 | N/A | 3114 | Outlook | 83.0 | None | 270.0 | W | 1.0 | 0.0 |
| 79 | NaN | 47.067700 | -122.715800 | None | /Date(1502666747000-0700)/ | 49.0 | N/A | 3234 | Nisqually on I-5 @ MP 116 | 73.0 | None | 180.0 | S | 11.0 | 6.0 |
| 80 | 874.1 | 48.390400 | -119.879200 | None | /Date(1502666289000-0700)/ | 28.0 | N/A | 3235 | Loup Loup Pass on SR 20 | 71.0 | None | 246.0 | SW | 1.0 | 0.0 |
| 81 | NaN | 47.858400 | -122.621600 | None | /Date(1502666906000-0700)/ | 72.0 | N/A | 3265 | Hood Canal Bridge | 62.0 | None | NaN | N/A | NaN | NaN |
| 82 | 1015.6 | 48.446000 | -122.432000 | None | /Date(1502667022000-0700)/ | 49.0 | N/A | 3267 | MOUNT VERNON | 67.0 | None | 0.0 | N | 0.0 | 0.0 |
| 83 | 1000.2 | 47.916300 | -122.207200 | None | /Date(1502667024000-0700)/ | 82.0 | N/A | 3268 | SR526 INTERCHANGE | 65.0 | None | 330.0 | NE | 17.0 | 9.0 |
| 84 | 924.1 | 47.980300 | -122.188000 | None | /Date(1502667025000-0700)/ | 2.0 | N/A | 3269 | SR2 @ I-5 INTERCHANGE EVERETT | 70.0 | None | 280.0 | W | 18.0 | 9.0 |
| 85 | 1012.0 | 48.204200 | -122.214200 | None | /Date(1502667025000-0700)/ | NaN | N/A | 3270 | STILLIGUAMISH RIVER | 68.0 | None | 340.0 | N | 1.0 | 0.0 |
| 86 | 996.1 | 47.813900 | -121.570900 | None | /Date(1502667031000-0700)/ | 64.0 | N/A | 3271 | INDEX GALENA ROAD | 64.0 | None | 306.0 | NE | 4.0 | 2.0 |
| 87 | 882.0 | 46.500278 | -119.611667 | None | /Date(1502666536000-0700)/ | NaN | N/A | 3273 | SR240 @ Beloit | 83.0 | None | 310.0 | NE | 19.0 | 7.0 |
| 88 | NaN | 46.467063 | -119.541111 | None | /Date(1502666537000-0700)/ | 29.0 | N/A | 3274 | SR240 @ Mid Hanford | 85.0 | None | 295.0 | NE | 12.0 | 9.0 |
| 89 | NaN | 46.383155 | -119.422786 | None | /Date(1502666539000-0700)/ | 33.0 | N/A | 3275 | SR240 @ SR225 Horn Rd | 84.0 | None | 180.0 | S | 21.0 | 14.0 |
| 90 | NaN | 46.325574 | -119.316126 | None | /Date(1502666540000-0700)/ | 36.0 | N/A | 3276 | SR240 @ Twin Bridges | 85.0 | None | 190.0 | S | 21.0 | 14.0 |
| 91 | 1011.1 | 47.303516 | -122.232946 | None | /Date(1502667036000-0700)/ | 52.0 | N/A | 3277 | SR 18 @ C St, Auburn | 72.0 | None | 275.0 | W | 8.0 | 5.0 |
| 92 | 605.5 | 46.049483 | -118.495917 | None | /Date(1502666542000-0700)/ | 65.0 | N/A | 3295 | SR12 @ Frenchtown Rd MP 328.75 | 82.0 | None | 0.0 | N | 0.0 | 0.0 |
| 93 | 1003.0 | 47.830967 | -122.262359 | None | /Date(1502667038000-0700)/ | 61.0 | N/A | 3752 | I-5 at I-405 | 65.0 | None | 0.0 | N | 13.0 | 7.0 |
| 94 | NaN | 46.802261 | -123.007164 | None | /Date(1502666746000-0700)/ | 52.0 | N/A | 3776 | GRAND MOUND | 71.0 | None | 292.0 | W | 12.0 | 6.0 |
| 95 | 29.9 | 47.640394 | -122.258735 | None | /Date(1502666640000-0700)/ | 60.0 | N/A | 3814 | SR 520 Bridge | 68.0 | None | 332.0 | NNW | 15.0 | 13.0 |
| 96 | 972.7 | 46.763143 | -122.192030 | None | /Date(1502666748000-0700)/ | 53.0 | N/A | 3830 | SR 7 @ SR 706 Elbe | 69.0 | None | 300.0 | NE | 8.0 | 3.0 |
| 97 | 1011.2 | 48.963854 | -122.484913 | None | /Date(1502667039000-0700)/ | 52.0 | N/A | 3832 | SR 539 at SR 546 (Badger Rd) | 72.0 | None | 225.0 | SW | 16.0 | 9.0 |
| 98 | 1012.3 | 48.891981 | -122.485690 | None | /Date(1502667041000-0700)/ | 47.0 | N/A | 3833 | SR 539 at SR 544 (Pole Rd) | 72.0 | None | 155.0 | SE | 15.0 | 10.0 |
| 99 | 1012.9 | 47.847409 | -122.009760 | None | /Date(1502667042000-0700)/ | 60.0 | N/A | 3841 | SR 522 at Main St | 67.0 | None | 5.0 | N | 10.0 | 6.0 |
| 100 | 1014.3 | 47.353395 | -122.244567 | None | /Date(1502667044000-0700)/ | 52.0 | N/A | 3852 | SR 167 at S 277th St | 71.0 | None | 285.0 | W | 12.0 | 8.0 |
| 101 | NaN | 47.263826 | -122.545658 | None | /Date(1502666905000-0700)/ | NaN | N/A | 3854 | Tacoma Narrows Bridge | NaN | None | 210.0 | SW | 9.0 | 3.0 |
102 rows × 15 columns
Sure enough, same Date-time problem as the traffic file. We'll (re) use the CleanseWSDOTTraffic() function we wrote above, after iterating over all files in the wsdot_weather folder to make one big dataframe (that we only need to cleanse once).
clean_wsdot_weather_df = cleanseWSDOTdate(wsdot_weather_df, 'ReadingTime')
clean_wsdot_weather_df
| BarometricPressure | Latitude | Longitude | PrecipitationInInches | ReadingTime | RelativeHumidity | SkyCoverage | StationID | StationName | TemperatureInFahrenheit | Visibility | WindDirection | WindDirectionCardinal | WindGustSpeedInMPH | WindSpeedInMPH | ReadingTime_timestamp | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1010.1 | 47.474800 | -122.270400 | None | 1502667002000 | 59.0 | N/A | 1909 | SB I-5 144th | 71.0 | None | 355.0 | N | 12.0 | 7.0 | 2017-08-13 09:30:02 |
| 1 | 1014.8 | 47.760633 | -122.184048 | None | 1502667016000 | 57.0 | N/A | 1910 | SB I-405 N.E. 195th | 68.0 | None | 65.0 | NE | 9.0 | 2.0 | 2017-08-13 09:30:16 |
| 2 | 981.5 | 47.509000 | -121.885000 | None | 1502667008000 | 67.0 | N/A | 1928 | EB I-90 @ SR-18 Echo Lake | 68.0 | None | 125.0 | SE | 6.0 | 2.0 | 2017-08-13 09:30:08 |
| 3 | 1002.6 | 47.726000 | -122.324000 | None | 1502667001000 | 64.0 | N/A | 1966 | 130th Street | 67.0 | None | 235.0 | SW | 0.0 | 0.0 | 2017-08-13 09:30:01 |
| 4 | NaN | 46.436000 | -117.350000 | None | 1502666981000 | 46.0 | N/A | 1968 | Alpowa Summit | 71.0 | None | 260.0 | W | 16.0 | 9.0 | 2017-08-13 09:29:41 |
| 5 | NaN | 47.033800 | -123.097100 | None | 1502667000000 | 52.0 | N/A | 1970 | Rock Candy Mountain | 70.0 | None | 181.0 | S | 17.0 | 4.0 | 2017-08-13 09:30:00 |
| 6 | NaN | 47.555500 | -120.586600 | None | 1502666776000 | 26.0 | N/A | 1972 | Dryden Road | 84.0 | None | 0.0 | N | 12.0 | 5.0 | 2017-08-13 09:26:16 |
| 7 | NaN | 47.269100 | -121.239200 | None | 1502666732000 | 49.0 | N/A | 1973 | Easton Hill | 66.0 | None | 5.0 | N | 16.0 | 5.0 | 2017-08-13 09:25:32 |
| 8 | NaN | 48.070300 | -124.049000 | None | 1502666845000 | 42.0 | N/A | 1975 | Heckelville Shed | 61.0 | None | 45.0 | NE | 13.0 | 7.0 | 2017-08-13 09:27:25 |
| 9 | NaN | 46.887000 | -120.427000 | None | 1502666499000 | 99.0 | N/A | 1977 | Manastash Ridge Eastbound | 70.0 | None | 325.0 | NE | 28.0 | 20.0 | 2017-08-13 09:21:39 |
| 10 | NaN | 46.928000 | -120.500000 | None | 1502666515000 | 36.0 | N/A | 1978 | Manastash Ridge Westbound | 74.0 | None | 285.0 | W | 29.0 | 20.0 | 2017-08-13 09:21:55 |
| 11 | NaN | 47.305082 | -121.305688 | None | 1502666726000 | 46.0 | N/A | 1979 | Stampede Overpass | 69.0 | None | 231.0 | SW | 15.0 | 2.0 | 2017-08-13 09:25:26 |
| 12 | NaN | 47.078000 | -120.724000 | None | 1502666472000 | 35.0 | N/A | 1980 | Rocky Canyon | 75.0 | None | 305.0 | NE | 31.0 | 21.0 | 2017-08-13 09:21:12 |
| 13 | NaN | 46.943000 | -120.165000 | None | 1502666528000 | 24.0 | N/A | 1981 | Ryegrass Summit | 72.0 | None | 185.0 | S | 39.0 | 32.0 | 2017-08-13 09:22:08 |
| 14 | 996.5 | 48.688000 | -122.400000 | None | 1502667014000 | 55.0 | N/A | 1982 | Lake Samish Park and Ride | 69.0 | None | 95.0 | E | 11.0 | 4.0 | 2017-08-13 09:30:14 |
| 15 | NaN | 47.745900 | -121.089100 | None | 1502666771000 | NaN | N/A | 1984 | Stevens Pass | NaN | None | NaN | N/A | NaN | NaN | 2017-08-13 09:26:11 |
| 16 | 1013.7 | 48.992000 | -122.272000 | None | 1502667018000 | 49.0 | N/A | 1985 | SUMAS SR 9 AT FRONT ST (SR 547) | 72.0 | None | 0.0 | N | 15.0 | 6.0 | 2017-08-13 09:30:18 |
| 17 | NaN | 47.043000 | -119.916000 | None | 1502667004000 | 26.0 | N/A | 1987 | Silica Road | 80.0 | None | 280.0 | W | 28.0 | 16.0 | 2017-08-13 09:30:04 |
| 18 | NaN | 47.085000 | -119.006000 | None | 1502667010000 | 40.0 | N/A | 1988 | Warden Interchange | 81.0 | None | 170.0 | S | 18.0 | 11.0 | 2017-08-13 09:30:10 |
| 19 | NaN | 47.113000 | -120.786000 | None | 1502666522000 | 99.0 | N/A | 1989 | Elk Heights | 69.0 | None | 245.0 | SW | 21.0 | 9.0 | 2017-08-13 09:22:02 |
| 20 | NaN | 48.050400 | -122.952300 | None | 1502663594000 | 47.0 | N/A | 2044 | Diamond Point | 65.0 | None | 290.0 | W | 18.0 | 10.0 | 2017-08-13 08:33:14 |
| 21 | NaN | 48.093800 | -123.278300 | None | 1502667004000 | 68.0 | N/A | 2045 | Seibert Creek Bridge | 61.0 | None | 239.0 | SW | 26.0 | 13.0 | 2017-08-13 09:30:04 |
| 22 | NaN | 47.443500 | -121.669400 | None | 1502666721000 | 42.0 | N/A | 2068 | Snoqualmie River Bridge | 67.0 | None | 210.0 | SW | 6.0 | 2.0 | 2017-08-13 09:25:21 |
| 23 | 994.8 | 47.473000 | -121.742000 | None | 1502667011000 | NaN | N/A | 2069 | WB I-90 near Tanner Crossing | NaN | None | NaN | N/A | NaN | NaN | 2017-08-13 09:30:11 |
| 24 | NaN | 47.427000 | -121.418000 | None | 1502666572000 | 50.0 | N/A | 2085 | Alpental Exit | 60.0 | None | 0.0 | N | 13.0 | 9.0 | 2017-08-13 09:22:52 |
| 25 | NaN | 47.334800 | -120.577100 | None | 1502666766000 | 41.0 | N/A | 2108 | Blewett Pass | 68.0 | None | 270.0 | W | 9.0 | 2.0 | 2017-08-13 09:26:06 |
| 26 | NaN | 46.638000 | -121.390000 | None | 1502666534000 | 68.0 | N/A | 2139 | White Pass Summit | 56.0 | None | 90.0 | E | 13.0 | 4.0 | 2017-08-13 09:22:14 |
| 27 | NaN | 47.301900 | -120.067800 | None | 1502666822000 | 24.0 | N/A | 2173 | Palisades | 84.0 | None | 15.0 | N | 21.0 | 13.0 | 2017-08-13 09:27:02 |
| 28 | NaN | 47.233100 | -119.958200 | None | 1502666828000 | 83.0 | N/A | 2174 | Quincy Rest Area | 82.0 | None | 145.0 | SE | 13.0 | 7.0 | 2017-08-13 09:27:08 |
| 29 | NaN | 47.815600 | -119.363000 | None | 1502666882000 | 23.0 | N/A | 2175 | Mansfield | 79.0 | None | 235.0 | SW | 0.0 | 0.0 | 2017-08-13 09:28:02 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 72 | NaN | 48.876000 | -117.348300 | None | 1502664709000 | 51.0 | N/A | 3007 | Metaline Fall on SR31@MP16.69 | 67.0 | None | 170.0 | S | 8.0 | 5.0 | 2017-08-13 08:51:49 |
| 73 | 998.8 | 47.532000 | -121.985000 | None | 1502667021000 | NaN | N/A | 3038 | I-90 at Sunset | NaN | None | 270.0 | W | 9.0 | 6.0 | 2017-08-13 09:30:21 |
| 74 | 987.3 | 46.217600 | -119.748900 | None | 1502667005000 | 35.0 | N/A | 3110 | Prosser | 84.0 | None | 291.0 | W | 13.0 | 6.0 | 2017-08-13 09:30:05 |
| 75 | 976.6 | 46.538500 | -120.471800 | None | 1502666488000 | 25.0 | N/A | 3111 | Parker | 82.0 | None | 95.0 | E | 12.0 | 7.0 | 2017-08-13 09:21:28 |
| 76 | 977.4 | 46.538400 | -120.472000 | None | 1502666439000 | 26.0 | N/A | 3112 | Union Gap | 82.0 | None | 291.0 | W | 8.0 | 6.0 | 2017-08-13 09:20:39 |
| 77 | NaN | 46.393000 | -120.241100 | None | 1502666428000 | 32.0 | N/A | 3113 | Zillah | 82.0 | None | 196.0 | S | 5.0 | 4.0 | 2017-08-13 09:20:28 |
| 78 | 981.4 | 46.326600 | -120.077900 | None | 1502666416000 | 35.0 | N/A | 3114 | Outlook | 83.0 | None | 270.0 | W | 1.0 | 0.0 | 2017-08-13 09:20:16 |
| 79 | NaN | 47.067700 | -122.715800 | None | 1502666747000 | 49.0 | N/A | 3234 | Nisqually on I-5 @ MP 116 | 73.0 | None | 180.0 | S | 11.0 | 6.0 | 2017-08-13 09:25:47 |
| 80 | 874.1 | 48.390400 | -119.879200 | None | 1502666289000 | 28.0 | N/A | 3235 | Loup Loup Pass on SR 20 | 71.0 | None | 246.0 | SW | 1.0 | 0.0 | 2017-08-13 09:18:09 |
| 81 | NaN | 47.858400 | -122.621600 | None | 1502666906000 | 72.0 | N/A | 3265 | Hood Canal Bridge | 62.0 | None | NaN | N/A | NaN | NaN | 2017-08-13 09:28:26 |
| 82 | 1015.6 | 48.446000 | -122.432000 | None | 1502667022000 | 49.0 | N/A | 3267 | MOUNT VERNON | 67.0 | None | 0.0 | N | 0.0 | 0.0 | 2017-08-13 09:30:22 |
| 83 | 1000.2 | 47.916300 | -122.207200 | None | 1502667024000 | 82.0 | N/A | 3268 | SR526 INTERCHANGE | 65.0 | None | 330.0 | NE | 17.0 | 9.0 | 2017-08-13 09:30:24 |
| 84 | 924.1 | 47.980300 | -122.188000 | None | 1502667025000 | 2.0 | N/A | 3269 | SR2 @ I-5 INTERCHANGE EVERETT | 70.0 | None | 280.0 | W | 18.0 | 9.0 | 2017-08-13 09:30:25 |
| 85 | 1012.0 | 48.204200 | -122.214200 | None | 1502667025000 | NaN | N/A | 3270 | STILLIGUAMISH RIVER | 68.0 | None | 340.0 | N | 1.0 | 0.0 | 2017-08-13 09:30:25 |
| 86 | 996.1 | 47.813900 | -121.570900 | None | 1502667031000 | 64.0 | N/A | 3271 | INDEX GALENA ROAD | 64.0 | None | 306.0 | NE | 4.0 | 2.0 | 2017-08-13 09:30:31 |
| 87 | 882.0 | 46.500278 | -119.611667 | None | 1502666536000 | NaN | N/A | 3273 | SR240 @ Beloit | 83.0 | None | 310.0 | NE | 19.0 | 7.0 | 2017-08-13 09:22:16 |
| 88 | NaN | 46.467063 | -119.541111 | None | 1502666537000 | 29.0 | N/A | 3274 | SR240 @ Mid Hanford | 85.0 | None | 295.0 | NE | 12.0 | 9.0 | 2017-08-13 09:22:17 |
| 89 | NaN | 46.383155 | -119.422786 | None | 1502666539000 | 33.0 | N/A | 3275 | SR240 @ SR225 Horn Rd | 84.0 | None | 180.0 | S | 21.0 | 14.0 | 2017-08-13 09:22:19 |
| 90 | NaN | 46.325574 | -119.316126 | None | 1502666540000 | 36.0 | N/A | 3276 | SR240 @ Twin Bridges | 85.0 | None | 190.0 | S | 21.0 | 14.0 | 2017-08-13 09:22:20 |
| 91 | 1011.1 | 47.303516 | -122.232946 | None | 1502667036000 | 52.0 | N/A | 3277 | SR 18 @ C St, Auburn | 72.0 | None | 275.0 | W | 8.0 | 5.0 | 2017-08-13 09:30:36 |
| 92 | 605.5 | 46.049483 | -118.495917 | None | 1502666542000 | 65.0 | N/A | 3295 | SR12 @ Frenchtown Rd MP 328.75 | 82.0 | None | 0.0 | N | 0.0 | 0.0 | 2017-08-13 09:22:22 |
| 93 | 1003.0 | 47.830967 | -122.262359 | None | 1502667038000 | 61.0 | N/A | 3752 | I-5 at I-405 | 65.0 | None | 0.0 | N | 13.0 | 7.0 | 2017-08-13 09:30:38 |
| 94 | NaN | 46.802261 | -123.007164 | None | 1502666746000 | 52.0 | N/A | 3776 | GRAND MOUND | 71.0 | None | 292.0 | W | 12.0 | 6.0 | 2017-08-13 09:25:46 |
| 95 | 29.9 | 47.640394 | -122.258735 | None | 1502666640000 | 60.0 | N/A | 3814 | SR 520 Bridge | 68.0 | None | 332.0 | NNW | 15.0 | 13.0 | 2017-08-13 09:24:00 |
| 96 | 972.7 | 46.763143 | -122.192030 | None | 1502666748000 | 53.0 | N/A | 3830 | SR 7 @ SR 706 Elbe | 69.0 | None | 300.0 | NE | 8.0 | 3.0 | 2017-08-13 09:25:48 |
| 97 | 1011.2 | 48.963854 | -122.484913 | None | 1502667039000 | 52.0 | N/A | 3832 | SR 539 at SR 546 (Badger Rd) | 72.0 | None | 225.0 | SW | 16.0 | 9.0 | 2017-08-13 09:30:39 |
| 98 | 1012.3 | 48.891981 | -122.485690 | None | 1502667041000 | 47.0 | N/A | 3833 | SR 539 at SR 544 (Pole Rd) | 72.0 | None | 155.0 | SE | 15.0 | 10.0 | 2017-08-13 09:30:41 |
| 99 | 1012.9 | 47.847409 | -122.009760 | None | 1502667042000 | 60.0 | N/A | 3841 | SR 522 at Main St | 67.0 | None | 5.0 | N | 10.0 | 6.0 | 2017-08-13 09:30:42 |
| 100 | 1014.3 | 47.353395 | -122.244567 | None | 1502667044000 | 52.0 | N/A | 3852 | SR 167 at S 277th St | 71.0 | None | 285.0 | W | 12.0 | 8.0 | 2017-08-13 09:30:44 |
| 101 | NaN | 47.263826 | -122.545658 | None | 1502666905000 | NaN | N/A | 3854 | Tacoma Narrows Bridge | NaN | None | 210.0 | SW | 9.0 | 3.0 | 2017-08-13 09:28:25 |
102 rows × 16 columns
top_folder = jsondir + "/wsdot_weather"
first_time = True
for filename in os.listdir(top_folder):
filepath = top_folder + "/" + filename
# print ("about to read " + filename)
with open(filepath) as json_file:
raw_json = json.load(json_file)
new_df = json_normalize(raw_json)
if (first_time):
first_time = False
multi_wsdot_weather_df = new_df
else:
multi_wsdot_weather_df = multi_wsdot_weather_df.append(new_df, ignore_index=True)
clean_multi_wsdot_weather_df = cleanseWSDOTdate(multi_wsdot_weather_df, 'ReadingTime')
clean_multi_wsdot_weather_df
| BarometricPressure | Latitude | Longitude | PrecipitationInInches | ReadingTime | RelativeHumidity | SkyCoverage | StationID | StationName | TemperatureInFahrenheit | Visibility | WindDirection | WindDirectionCardinal | WindGustSpeedInMPH | WindSpeedInMPH | ReadingTime_timestamp | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1015.5 | 47.474800 | -122.270400 | None | 1503018003000 | 49.0 | N/A | 1909 | SB I-5 144th | 76.0 | None | 355.0 | N | 8.0 | 5.0 | 2017-08-17 11:00:03 |
| 1 | 1018.6 | 47.760633 | -122.184048 | None | 1503018018000 | 49.0 | N/A | 1910 | SB I-405 N.E. 195th | 76.0 | None | 95.0 | E | 9.0 | 5.0 | 2017-08-17 11:00:18 |
| 2 | 986.1 | 47.509000 | -121.885000 | None | 1503018010000 | 49.0 | N/A | 1928 | EB I-90 @ SR-18 Echo Lake | 76.0 | None | 90.0 | E | 6.0 | 4.0 | 2017-08-17 11:00:10 |
| 3 | 1006.8 | 47.726000 | -122.324000 | None | 1503018001000 | NaN | N/A | 1966 | 130th Street | NaN | None | 245.0 | SW | 0.0 | 0.0 | 2017-08-17 11:00:01 |
| 4 | NaN | 46.436000 | -117.350000 | None | 1503017984000 | 29.0 | N/A | 1968 | Alpowa Summit | 80.0 | None | 285.0 | W | 18.0 | 11.0 | 2017-08-17 10:59:44 |
| 5 | NaN | 47.033800 | -123.097100 | None | 1503018002000 | 57.0 | N/A | 1970 | Rock Candy Mountain | 72.0 | None | 196.0 | S | 11.0 | 4.0 | 2017-08-17 11:00:02 |
| 6 | NaN | 47.555500 | -120.586600 | None | 1503017476000 | 26.0 | N/A | 1972 | Dryden Road | 92.0 | None | 0.0 | N | 8.0 | 4.0 | 2017-08-17 10:51:16 |
| 7 | NaN | 47.269100 | -121.239200 | None | 1503017733000 | 52.0 | N/A | 1973 | Easton Hill | 70.0 | None | 5.0 | N | 12.0 | 6.0 | 2017-08-17 10:55:33 |
| 8 | NaN | 48.070300 | -124.049000 | None | 1503017322000 | 45.0 | N/A | 1975 | Heckelville Shed | 67.0 | None | 35.0 | NE | 12.0 | 5.0 | 2017-08-17 10:48:42 |
| 9 | NaN | 46.887000 | -120.427000 | None | 1503017502000 | 99.0 | N/A | 1977 | Manastash Ridge Eastbound | 83.0 | None | 0.0 | N | 10.0 | 4.0 | 2017-08-17 10:51:42 |
| 10 | NaN | 46.928000 | -120.500000 | None | 1503017517000 | 30.0 | N/A | 1978 | Manastash Ridge Westbound | 85.0 | None | 325.0 | NE | 8.0 | 6.0 | 2017-08-17 10:51:57 |
| 11 | NaN | 47.305082 | -121.305688 | None | 1503017726000 | 40.0 | N/A | 1979 | Stampede Overpass | 74.0 | None | 184.0 | S | 9.0 | 4.0 | 2017-08-17 10:55:26 |
| 12 | NaN | 47.078000 | -120.724000 | None | 1503017474000 | 24.0 | N/A | 1980 | Rocky Canyon | 86.0 | None | 295.0 | NE | 21.0 | 16.0 | 2017-08-17 10:51:14 |
| 13 | NaN | 46.943000 | -120.165000 | None | 1503017530000 | 24.0 | N/A | 1981 | Ryegrass Summit | 81.0 | None | 220.0 | SW | 21.0 | 17.0 | 2017-08-17 10:52:10 |
| 14 | 1001.1 | 48.688000 | -122.400000 | None | 1503018016000 | 59.0 | N/A | 1982 | Lake Samish Park and Ride | 72.0 | None | 100.0 | E | 8.0 | 4.0 | 2017-08-17 11:00:16 |
| 15 | NaN | 47.745900 | -121.089100 | None | 1503017471000 | NaN | N/A | 1984 | Stevens Pass | NaN | None | NaN | N/A | NaN | NaN | 2017-08-17 10:51:11 |
| 16 | 1018.6 | 48.992000 | -122.272000 | None | 1503018019000 | 57.0 | N/A | 1985 | SUMAS SR 9 AT FRONT ST (SR 547) | 74.0 | None | 25.0 | NE | 9.0 | 6.0 | 2017-08-17 11:00:19 |
| 17 | NaN | 47.043000 | -119.916000 | None | 1503018004000 | 23.0 | N/A | 1987 | Silica Road | 87.0 | None | 170.0 | S | 7.0 | 0.0 | 2017-08-17 11:00:04 |
| 18 | NaN | 47.085000 | -119.006000 | None | 1503018011000 | 35.0 | N/A | 1988 | Warden Interchange | 84.0 | None | 110.0 | E | 6.0 | 4.0 | 2017-08-17 11:00:11 |
| 19 | NaN | 47.113000 | -120.786000 | None | 1503017524000 | 99.0 | N/A | 1989 | Elk Heights | 79.0 | None | 285.0 | W | 11.0 | 4.0 | 2017-08-17 10:52:04 |
| 20 | NaN | 48.050400 | -122.952300 | None | 1503015764000 | 47.0 | N/A | 2044 | Diamond Point | 66.0 | None | 320.0 | NE | 15.0 | 8.0 | 2017-08-17 10:22:44 |
| 21 | NaN | 48.093800 | -123.278300 | None | 1503018008000 | 68.0 | N/A | 2045 | Seibert Creek Bridge | 63.0 | None | 246.0 | SW | 16.0 | 9.0 | 2017-08-17 11:00:08 |
| 22 | NaN | 47.443500 | -121.669400 | None | 1503017721000 | 26.0 | N/A | 2068 | Snoqualmie River Bridge | 74.0 | None | 280.0 | W | 11.0 | 6.0 | 2017-08-17 10:55:21 |
| 23 | 999.4 | 47.473000 | -121.742000 | None | 1503018013000 | NaN | N/A | 2069 | WB I-90 near Tanner Crossing | NaN | None | NaN | N/A | NaN | NaN | 2017-08-17 11:00:13 |
| 24 | NaN | 47.427000 | -121.418000 | None | 1503017572000 | 43.0 | N/A | 2085 | Alpental Exit | 69.0 | None | 0.0 | N | 12.0 | 6.0 | 2017-08-17 10:52:52 |
| 25 | NaN | 47.334800 | -120.577100 | None | 1503017467000 | 38.0 | N/A | 2108 | Blewett Pass | 75.0 | None | 280.0 | W | 8.0 | 1.0 | 2017-08-17 10:51:07 |
| 26 | NaN | 46.638000 | -121.390000 | None | 1503017539000 | 60.0 | N/A | 2139 | White Pass Summit | 67.0 | None | 195.0 | S | 12.0 | 8.0 | 2017-08-17 10:52:19 |
| 27 | NaN | 47.301900 | -120.067800 | None | 1503017522000 | 20.0 | N/A | 2173 | Palisades | 87.0 | None | 100.0 | E | 10.0 | 8.0 | 2017-08-17 10:52:02 |
| 28 | NaN | 47.233100 | -119.958200 | None | 1503017538000 | 83.0 | N/A | 2174 | Quincy Rest Area | 83.0 | None | 170.0 | S | 6.0 | 4.0 | 2017-08-17 10:52:18 |
| 29 | NaN | 47.815600 | -119.363000 | None | 1503017984000 | 23.0 | N/A | 2175 | Mansfield | 82.0 | None | 175.0 | S | 0.0 | 0.0 | 2017-08-17 10:59:44 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 40901 | NaN | 48.876000 | -117.348300 | None | 1502761924000 | 97.0 | N/A | 3007 | Metaline Fall on SR31@MP16.69 | 67.0 | None | 10.0 | N | 2.0 | 1.0 | 2017-08-14 11:52:04 |
| 40902 | 995.9 | 47.532000 | -121.985000 | None | 1502764242000 | NaN | N/A | 3038 | I-90 at Sunset | NaN | None | 150.0 | SE | 4.0 | 0.0 | 2017-08-14 12:30:42 |
| 40903 | 986.3 | 46.217600 | -119.748900 | None | 1502764205000 | 30.0 | N/A | 3110 | Prosser | 76.0 | None | 155.0 | SE | 8.0 | 6.0 | 2017-08-14 12:30:05 |
| 40904 | 975.2 | 46.538500 | -120.471800 | None | 1502763687000 | 27.0 | N/A | 3111 | Parker | 77.0 | None | 128.0 | SE | 0.0 | 0.0 | 2017-08-14 12:21:27 |
| 40905 | 976.1 | 46.538400 | -120.472000 | None | 1502763638000 | 35.0 | N/A | 3112 | Union Gap | 76.0 | None | 306.0 | NE | 2.0 | 1.0 | 2017-08-14 12:20:38 |
| 40906 | NaN | 46.393000 | -120.241100 | None | 1502763628000 | 41.0 | N/A | 3113 | Zillah | 76.0 | None | 48.0 | NE | 2.0 | 2.0 | 2017-08-14 12:20:28 |
| 40907 | 980.1 | 46.326600 | -120.077900 | None | 1502763616000 | 35.0 | N/A | 3114 | Outlook | 74.0 | None | 104.0 | E | 2.0 | 2.0 | 2017-08-14 12:20:16 |
| 40908 | NaN | 47.067700 | -122.715800 | None | 1502764082000 | 53.0 | N/A | 3234 | Nisqually on I-5 @ MP 116 | 70.0 | None | 340.0 | N | 4.0 | 2.0 | 2017-08-14 12:28:02 |
| 40909 | 874.8 | 48.390400 | -119.879200 | None | 1502763452000 | 28.0 | N/A | 3235 | Loup Loup Pass on SR 20 | 64.0 | None | 102.0 | E | 0.0 | 0.0 | 2017-08-14 12:17:32 |
| 40910 | NaN | 47.858400 | -122.621600 | None | 1502764098000 | 73.0 | N/A | 3265 | Hood Canal Bridge | 60.0 | None | NaN | N/A | NaN | NaN | 2017-08-14 12:28:18 |
| 40911 | 1012.7 | 48.446000 | -122.432000 | None | 1502764244000 | 57.0 | N/A | 3267 | MOUNT VERNON | 64.0 | None | 0.0 | N | 0.0 | 0.0 | 2017-08-14 12:30:44 |
| 40912 | 996.9 | 47.916300 | -122.207200 | None | 1502764245000 | 68.0 | N/A | 3268 | SR526 INTERCHANGE | 65.0 | None | 290.0 | W | 8.0 | 4.0 | 2017-08-14 12:30:45 |
| 40913 | 903.3 | 47.980300 | -122.188000 | None | 1502764247000 | 1.0 | N/A | 3269 | SR2 @ I-5 INTERCHANGE EVERETT | 68.0 | None | 245.0 | SW | 11.0 | 2.0 | 2017-08-14 12:30:47 |
| 40914 | 1008.4 | 48.204200 | -122.214200 | None | 1502764247000 | NaN | N/A | 3270 | STILLIGUAMISH RIVER | NaN | None | NaN | N | NaN | NaN | 2017-08-14 12:30:47 |
| 40915 | 993.1 | 47.813900 | -121.570900 | None | 1502763331000 | 64.0 | N/A | 3271 | INDEX GALENA ROAD | 68.0 | None | 337.0 | NE | 7.0 | 3.0 | 2017-08-14 12:15:31 |
| 40916 | 882.0 | 46.500278 | -119.611667 | None | 1502763738000 | NaN | N/A | 3273 | SR240 @ Beloit | 77.0 | None | 115.0 | SE | 13.0 | 8.0 | 2017-08-14 12:22:18 |
| 40917 | NaN | 46.467063 | -119.541111 | None | 1502763742000 | 27.0 | N/A | 3274 | SR240 @ Mid Hanford | 77.0 | None | 125.0 | SE | 12.0 | 10.0 | 2017-08-14 12:22:22 |
| 40918 | NaN | 46.383155 | -119.422786 | None | 1502763745000 | 31.0 | N/A | 3275 | SR240 @ SR225 Horn Rd | 78.0 | None | 120.0 | SE | 9.0 | 6.0 | 2017-08-14 12:22:25 |
| 40919 | NaN | 46.325574 | -119.316126 | None | 1502763748000 | 31.0 | N/A | 3276 | SR240 @ Twin Bridges | 78.0 | None | 90.0 | E | 10.0 | 8.0 | 2017-08-14 12:22:28 |
| 40920 | 1008.6 | 47.303516 | -122.232946 | None | 1502763336000 | 49.0 | N/A | 3277 | SR 18 @ C St, Auburn | 70.0 | None | 310.0 | NE | 7.0 | 1.0 | 2017-08-14 12:15:36 |
| 40921 | 605.5 | 46.049483 | -118.495917 | None | 1502763751000 | 63.0 | N/A | 3295 | SR12 @ Frenchtown Rd MP 328.75 | 77.0 | None | 0.0 | N | 0.0 | 0.0 | 2017-08-14 12:22:31 |
| 40922 | 999.8 | 47.830967 | -122.262359 | None | 1502763337000 | 50.0 | N/A | 3752 | I-5 at I-405 | 67.0 | None | 15.0 | N | 6.0 | 3.0 | 2017-08-14 12:15:37 |
| 40923 | NaN | 46.802261 | -123.007164 | None | 1502764082000 | 46.0 | N/A | 3776 | GRAND MOUND | 72.0 | None | 357.0 | N | 0.0 | 0.0 | 2017-08-14 12:28:02 |
| 40924 | 29.8 | 47.640394 | -122.258735 | None | 1502763840000 | 51.0 | N/A | 3814 | SR 520 Bridge | 68.0 | None | 320.0 | NW | 11.0 | 11.0 | 2017-08-14 12:24:00 |
| 40925 | 969.9 | 46.763143 | -122.192030 | None | 1502764083000 | 61.0 | N/A | 3830 | SR 7 @ SR 706 Elbe | 64.0 | None | 330.0 | NE | 4.0 | 2.0 | 2017-08-14 12:28:03 |
| 40926 | 1009.8 | 48.963854 | -122.484913 | None | 1502763339000 | 57.0 | N/A | 3832 | SR 539 at SR 546 (Badger Rd) | 66.0 | None | 240.0 | SW | 7.0 | 3.0 | 2017-08-14 12:15:39 |
| 40927 | 1010.5 | 48.891981 | -122.485690 | None | 1502763341000 | 56.0 | N/A | 3833 | SR 539 at SR 544 (Pole Rd) | 67.0 | None | 200.0 | S | 7.0 | 3.0 | 2017-08-14 12:15:41 |
| 40928 | 1009.8 | 47.847409 | -122.009760 | None | 1502763342000 | 49.0 | N/A | 3841 | SR 522 at Main St | 66.0 | None | 345.0 | N | 6.0 | 3.0 | 2017-08-14 12:15:42 |
| 40929 | 1011.8 | 47.353395 | -122.244567 | None | 1502763344000 | 49.0 | N/A | 3852 | SR 167 at S 277th St | 69.0 | None | 280.0 | W | 10.0 | 6.0 | 2017-08-14 12:15:44 |
| 40930 | NaN | 47.263826 | -122.545658 | None | 1502764088000 | NaN | N/A | 3854 | Tacoma Narrows Bridge | NaN | None | 350.0 | N | 6.0 | 4.0 | 2017-08-14 12:28:08 |
40931 rows × 16 columns
clean_multi_wsdot_weather_df.shape
(40931, 16)
Start with some preliminary setup, per the Altair github page
from altair import Chart, load_dataset
clean_multi_wsdot_weather_df.shape
(40931, 16)
import numpy as np
chosen_idx = np.random.choice(40931, replace=False, size=6000)
# NOTE. This cell will raise a deprecaton warning on the first run, but if you run it a secondd time it wil work.
chart = Chart(clean_multi_wsdot_weather_df.iloc[chosen_idx]).mark_point().encode(
x= 'ReadingTime_timestamp',
y='TemperatureInFahrenheit',
color='StationName',
)
chart
/home/vagrant/anaconda3/envs/geopandas_pip_altiair/lib/python3.5/site-packages/altair/utils/core.py:110: FutureWarning: pandas.lib is deprecated and will be removed in a future version. You can access infer_dtype as pandas.api.types.infer_dtype typ = pd.lib.infer_dtype(data)
Plot temperature for just one station, switching from circle to line graph.
chart = Chart(clean_multi_wsdot_weather_df.loc[clean_multi_wsdot_weather_df['StationName']
== 'Zillah']).mark_line().encode(
x= 'ReadingTime_timestamp',
y='TemperatureInFahrenheit',
color='StationName',
)
chart
clean_multi_traffic_df.shape
(70998, 20)
import numpy as np
chosen_idx = np.random.choice(70998, replace=False, size=4000)
# NOTE: The traffic dataset is very large, so use this to start the jupyter server.
# jupyter notebook --NotebookApp.iopub_data_rate_limit=10000000
chart = Chart(clean_multi_traffic_df.iloc[chosen_idx]).mark_point().encode(
x= 'TimeUpdated_timestamp',
y='CurrentTime',
color='Name',
)
chart
# NOTE: The traffic dataset is very large, so use this to start the jupyter server.
# jupyter notebook --NotebookApp.iopub_data_rate_limit=10000000
# Bellevue-Issaquah (EB PM)
chart = Chart(clean_multi_traffic_df.loc[clean_multi_traffic_df['Name']
== 'I-5 SB Corridor']).mark_line().encode(
x= 'TimeUpdated_timestamp',
y='CurrentTime',
color='Name',
)
chart
Start with a simple base map
import folium
map_osm = folium.Map(location=[46.3013, -120.3126], zoom_start=7)
map_osm.save('osm.html')
map_osm
Reload a single traffic and weather json file. Each file has the same spatial data, so it would be redundtant to plot them all.
import json
import pandas as pd
import os
from pandas.io.json import json_normalize
jsondir = "/home/vagrant/json"
wsdot_traffic_filepath = jsondir + "/wsdot_traffic/2017-08-13-23-39-28"
with open(wsdot_traffic_filepath) as json_file:
raw_json = json.load(json_file)
raw_json
wsdot_traffic_df = json_normalize(raw_json)
wsdot_traffic_df
| AverageTime | CurrentTime | Description | Distance | EndPoint.Description | EndPoint.Direction | EndPoint.Latitude | EndPoint.Longitude | EndPoint.MilePost | EndPoint.RoadName | Name | StartPoint.Description | StartPoint.Direction | StartPoint.Latitude | StartPoint.Longitude | StartPoint.MilePost | StartPoint.RoadName | TimeUpdated | TravelTimeID | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 30 | 34 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Everett-Seattle (SB AM) | I-5 @ 41st St in Everett | S | 47.924280 | -122.265480 | 192.55 | I-5 | /Date(1502667300000-0700)/ | 2 |
| 1 | 27 | 28 | Downtown Seattle to Everett using HOV lanes | 26.94 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | HOV Seattle-Everett (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | /Date(1502667300000-0700)/ | 3 |
| 2 | 27 | 28 | Downtown Seattle to Everett | 26.94 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | Seattle-Everett (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | /Date(1502667300000-0700)/ | 4 |
| 3 | 11 | 11 | Downtown Bellevue to Issaquah | 9.55 | I-90 @ Front St in Issaquah | E | 47.541799 | -122.037396 | 16.96 | I-90 | Bellevue-Issaquah (EB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | /Date(1502667300000-0700)/ | 5 |
| 4 | 11 | 11 | Downtown Bellevue to Issaquah using HOV lanes | 9.55 | I-90 @ Front St in Issaquah | E | 47.541799 | -122.037396 | 16.96 | I-90 | HOV Bellevue-Issaquah (EB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | /Date(1502667300000-0700)/ | 6 |
| 5 | 10 | 10 | Issaquah to Downtown Bellevue using HOV lanes | 9.48 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | HOV Issaquah-Bellevue (WB AM) | I-90 @ Front St in Issaquah | W | 47.541799 | -122.037396 | 16.96 | I-90 | /Date(1502667300000-0700)/ | 7 |
| 6 | 11 | 13 | Issaquah to Downtown Bellevue | 9.48 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | Issaquah-Bellevue (WB AM) | I-90 @ Front St in Issaquah | W | 47.541799 | -122.037396 | 16.96 | I-90 | /Date(1502667300000-0700)/ | 8 |
| 7 | 26 | 26 | Downtown Bellevue to Everett | 26.06 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | Bellevue-Everett (NB PM) | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | /Date(1502667300000-0700)/ | 9 |
| 8 | 28 | 27 | Everett to Downtown Bellevue | 26.34 | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | Everett-Bellevue (SB AM) | I-5 @ 41st St in Everett | S | 47.924280 | -122.265480 | 192.55 | I-5 | /Date(1502667300000-0700)/ | 10 |
| 9 | 26 | 26 | Downtown Bellevue to Everett using HOV lanes | 26.06 | I-5 @ 41st St in Everett | N | 47.924280 | -122.265480 | 192.77 | I-5 | HOV Bellevue-Everett (NB PM) | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | /Date(1502667300000-0700)/ | 11 |
| 10 | 27 | 27 | Everett to Downtown Bellevue using HOV lanes | 26.34 | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | HOV Everett-Bellevue (SB AM) | I-5 @ 41st St in Everett | S | 47.924280 | -122.265480 | 192.55 | I-5 | /Date(1502667300000-0700)/ | 12 |
| 11 | 17 | 37 | Federal Way to SeaTac | 8.82 | I-5 @ S 188th St in SeaTac | N | 47.438760 | -122.269470 | 152.80 | I-5 | Federal Way-SeaTac (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | /Date(1502667300000-0700)/ | 13 |
| 12 | 12 | 10 | Federal Way to SeaTac using HOV lanes | 8.82 | I-5 @ S 188th St in SeaTac | N | 47.438760 | -122.269470 | 152.80 | I-5 | HOV Federal Way-SeaTac (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | /Date(1502667300000-0700)/ | 14 |
| 13 | 9 | 9 | SeaTac to Federal Way using HOV lanes | 9.16 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | HOV SeaTac-Federal Way (SB PM) | I-5 @ S 188th St in SeaTac | S | 47.438760 | -122.269470 | 152.80 | I-5 | /Date(1502667300000-0700)/ | 15 |
| 14 | 9 | 9 | SeaTac to Federal Way | 9.16 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | SeaTac-Federal Way (SB PM) | I-5 @ S 188th St in SeaTac | S | 47.438760 | -122.269470 | 152.80 | I-5 | /Date(1502667300000-0700)/ | 16 |
| 15 | 33 | 58 | Federal Way to Downtown Seattle | 22.15 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | Federal Way-Seattle (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | /Date(1502667300000-0700)/ | 17 |
| 16 | 28 | 25 | Federal Way to Downtown Seattle using HOV lanes | 22.15 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Federal Way-Seattle (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | /Date(1502667300000-0700)/ | 18 |
| 17 | 22 | 23 | Downtown Seattle to Federal Way using HOV lanes | 22.19 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | HOV Seattle-Federal Way (SB PM) | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | /Date(1502667300000-0700)/ | 19 |
| 18 | 22 | 22 | Downtown Seattle to Federal Way | 22.19 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | Seattle-Federal Way (SB PM) | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | /Date(1502667300000-0700)/ | 20 |
| 19 | 27 | 50 | Downtown Bellevue to Federal Way | 24.56 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | Bellevue-Federal Way (SB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | /Date(1502667300000-0700)/ | 21 |
| 20 | 35 | 56 | Federal Way to Downtown Bellevue | 23.58 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | Federal Way-Bellevue (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | /Date(1502667300000-0700)/ | 22 |
| 21 | 26 | 33 | Downtown Bellevue to Federal Way using HOV lanes | 24.56 | I-5 @ S 320th St in Federal Way | S | 47.313840 | -122.298609 | 143.64 | I-5 | HOV Bellevue-Federal Way (SB PM) | I-405 @ NE 8th St in Bellevue | S | 47.613800 | -122.188920 | 13.33 | I-405 | /Date(1502667300000-0700)/ | 23 |
| 22 | 30 | 27 | Federal Way to Downtown Bellevue using HOV lanes | 23.58 | I-405 @ NE 8th St in Bellevue | N | 47.613610 | -122.187970 | 13.60 | I-405 | HOV Federal Way-Bellevue (NB AM) | I-5 @ S 320th St in Federal Way | N | 47.315446 | -122.296702 | 143.98 | I-5 | /Date(1502667300000-0700)/ | 24 |
| 23 | 16 | 17 | Downtown Seattle to Lynnwood using HOV lanes | 15.73 | I-5 @ 196th St SW in Lynnwood | N | 47.819545 | -122.279109 | 181.56 | I-5 | HOV Seattle-Lynnwood (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | /Date(1502667300000-0700)/ | 25 |
| 24 | 19 | 23 | Lynnwood to Downtown Seattle | 15.23 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | Lynnwood-Seattle (SB AM) | I-5 @ 196th St SW in Lynnwood | S | 47.817269 | -122.285137 | 181.06 | I-5 | /Date(1502667300000-0700)/ | 26 |
| 25 | 16 | 18 | Downtown Seattle to Lynnwood | 15.73 | I-5 @ 196th St SW in Lynnwood | N | 47.819545 | -122.279109 | 181.56 | I-5 | Seattle-Lynnwood (NB PM) | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | /Date(1502667300000-0700)/ | 27 |
| 26 | 0 | 0 | Lynnwood to Downtown Seattle using express lan... | 0.00 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Lynnwood-Seattle (SB REV) | I-5 @ 196th St SW in Lynnwood | S | 47.817269 | -122.285137 | 181.06 | I-5 | /Date(1502667300000-0700)/ | 28 |
| 27 | 0 | 0 | Lynnwood to Downtown Seattle using express lanes | 0.00 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | Lynnwood-Seattle (SB REV) | I-5 @ 196th St SW in Lynnwood | S | 47.817269 | -122.285137 | 181.06 | I-5 | /Date(1502667300000-0700)/ | 29 |
| 28 | 17 | 21 | Renton to Downtown Seattle using HOV lanes | 13.77 | I-5 @ University St in Seattle | N | 47.609294 | -122.331759 | 165.83 | I-5 | HOV Renton-Seattle (NB AM) | I-405 @ SR 167 in Renton | S | 47.467434 | -122.219631 | 2.21 | I-405 | /Date(1502667300000-0700)/ | 30 |
| 29 | 15 | 14 | Downtown Seattle to Renton using HOV lanes | 13.61 | I-405 @ SR 167 in Renton | N | 47.467434 | -122.219631 | 2.21 | I-405 | HOV Seattle-Renton (SB PM) | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | /Date(1502667300000-0700)/ | 31 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 150 | 24 | 25 | Camas to Rose Quarter | 21.15 | I-5 and I-84 JCT in Portland | W | 45.525600 | -122.660460 | 0.45 | I-84 | Camas to Rose Quarter via 205 and I-84 | SR14 and Union St in Camas | W | 45.580300 | -122.385324 | 14.65 | SR 14 | /Date(1502667000000-0700)/ | 361 |
| 151 | 14 | 15 | Clark County Fairgrounds to Delta Park | 10.82 | I-5 Delta Park in Portland | S | 45.603280 | -122.683520 | 307.35 | I-5 | Clark County Fairgrounds to Delta Park | I-5 SB and 179th St in Vancouver | S | 45.754301 | -122.663841 | 9.77 | I-5 | /Date(1502667000000-0700)/ | 362 |
| 152 | 13 | 15 | Clark County Fairgrounds to Portland Internati... | 14.32 | I-205 and Airport Way in Portland | S | 45.571880 | -122.550940 | 24.77 | I-205 | Clark County Fairgrounds to Portland Internati... | I-5 and 179th St in Vancouver | S | 45.754301 | -122.663841 | 9.77 | I-5 | /Date(1502667000000-0700)/ | 363 |
| 153 | 19 | 20 | Clark County Fairgrounds to Rose Quarter | 15.66 | I-5 and Rose Quarter in Portland | S | 45.536250 | -122.667270 | 302.51 | I-5 | Clark County Fairgrounds to Rose Quarter | I-5 and 179th St in Vancouver | S | 45.754301 | -122.663841 | 9.77 | I-5 | /Date(1502667000000-0700)/ | 364 |
| 154 | 14 | 15 | Delta Park to Clark County Fairgrounds | 10.36 | I-5 and 179th St in Vancouver | N | 45.754301 | -122.663841 | 9.76 | I-5 | Delta Park to Clark County Fairgrounds | Delta Park in Portland | N | 45.611460 | -122.679000 | 307.90 | I-5 | /Date(1502667000000-0700)/ | 365 |
| 155 | 14 | 14 | Fremont Bridge to Hazel Dell | 9.28 | I-5 and 78th St Hazel Dell in Vancouver | N | 45.676544 | -122.664559 | 4.25 | I-5 | Fremont Bridge to Hazel Dell | Fremont Bridge in Portland | N | 45.547310 | -122.678900 | 303.47 | I-5 | /Date(1502667000000-0700)/ | 366 |
| 156 | 38 | 18 | I-405-US 26 to Hazel Dell | 12.71 | I-5 and 78th St Hazel Dell in Vancouver | N | 45.676544 | -122.664559 | 4.25 | I-5 | I-405-US 26 to Hazel Dell | I-405/US26 in Portland | N | 45.516880 | -122.688000 | 1.77 | I-405 | /Date(1502667000000-0700)/ | 367 |
| 157 | 7 | 7 | I-84 to Mill Plain | 7.02 | Mill Plain in Vancouver | N | 45.621409 | -122.559835 | 28.36 | I-205 | I-84 to Mill Plain via 205 | I-84 in Portland | N | 45.534880 | -122.565000 | 21.68 | I-205 | /Date(1502667000000-0700)/ | 368 |
| 158 | 16 | 16 | Portland International Airport Exit to Clark C... | 14.46 | Clark County Fairgrounds | N | 45.754301 | -122.663841 | 9.76 | I-5 | Portland International Airport Exit to Clark C... | Portland International Airport Exit | N | 45.572100 | -122.548000 | 24.92 | I-205 | /Date(1502667000000-0700)/ | 369 |
| 159 | 26 | 26 | Rose Quarter to Camas | 21.12 | Camas | E | 45.580300 | -122.385324 | 14.65 | SR 14 | Rose Quarter to Camas via 1-5 | Rose Quarter in Portland | N | 45.536250 | -122.667000 | 302.50 | I-5 | /Date(1502667000000-0700)/ | 370 |
| 160 | 23 | 23 | Rose Quarter to Camas | 20.97 | Camas | E | 45.580300 | -122.385324 | 14.65 | SR 14 | Rose Quarter to Camas via 1-84 | Rose Quarter in Portland | E | 45.520480 | -122.665000 | 0.10 | I-84 | /Date(1502667000000-0700)/ | 371 |
| 161 | 20 | 22 | Rose Quarter to Clark County Fairgrounds | 15.76 | I-5 and 179th St in Vancouver | N | 45.754301 | -122.663841 | 9.76 | I-5 | Rose Quarter to Clark County Fairgrounds via 1-5 | Rose Quarter in Portland | N | 45.536250 | -122.667000 | 302.50 | I-5 | /Date(1502667000000-0700)/ | 372 |
| 162 | 35 | 37 | Tualatin OR to Salmon Creek WA | 35.05 | Salmon Creek WA | N | 45.707495 | -122.631733 | 36.67 | I-205 | Tualatin OR to Salmon Creek WA - via 205 | Tualatin OR | N | 45.372970 | -122.730000 | 1.96 | I-205 | /Date(1502667000000-0700)/ | 373 |
| 163 | 35 | 34 | Tualatin OR to Salmon Creek WA | 28.34 | I-5 and 134th St in Vancouver | N | 45.716985 | -122.654515 | 7.30 | I-5 | Tualatin OR to Salmon Creek WA via 1-5 | Tualatin OR in Portland | N | 45.353550 | -122.765000 | 287.46 | I-5 | /Date(1502667000000-0700)/ | 374 |
| 164 | 8 | 12 | 63rd St to I-5/I-405 Jct. | 8.03 | I-5 and I-405 JCT in Portland | S | 45.556320 | -122.679010 | 303.47 | I-5 | I-5 SB and 63rd to I-405 JCT North | I-5 and 63rd in Vancouver | S | 45.668141 | -122.666701 | 3.10 | I-5 | /Date(1502667000000-0700)/ | 375 |
| 165 | 11 | 17 | 63rd to US-26 West | 12.14 | US26 in Portland | S | 45.513480 | -122.667930 | 1.77 | I-405 | I-5 SB and 63rd to US26 | I-5 SB and 63rd in Vancouver | S | 45.668141 | -122.666701 | 3.10 | I-5 | /Date(1502667000000-0700)/ | 376 |
| 166 | 10 | 11 | I-5 and Fourth Plain to SR 502 | 10.26 | I-5 and SR 502 | N | 45.781266 | -122.672017 | 11.67 | I-5 | I-5 and Fourth Plain to SR 502 | I-5 and Fourth Plain | N | 45.636340 | -122.662113 | 1.41 | I-5 | /Date(1502667000000-0700)/ | 377 |
| 167 | 22 | 22 | I-205 SB and 18th St to SR14 to I-5 to I-84 JCT | 15.74 | I-5 and I-84 JCT in Portland | S | 45.544850 | -122.677070 | 302.17 | I-5 | I-205 SB and 18th St to SR14 to I-5 to I-84 JCT | I-205 SB and 18th St to SR14 to I-5 in Vancouver | S | 45.628406 | -122.559927 | 29.87 | I-205 | /Date(1502667000000-0700)/ | 378 |
| 168 | 16 | 17 | I-205 SB and 18th St to I-84 to I-5 JCT | 14.51 | I-84 to I-5 JCT | W | 45.529760 | -122.649230 | 0.45 | I-84 | I-205 SB and 18th St to I-84 to I-5 JCT | I-205 SB and 18th St in Vancouver | S | 45.640957 | -122.563394 | 29.87 | I-205 | /Date(1502667000000-0700)/ | 379 |
| 169 | 10 | 11 | Federal Way (320th) to Tacoma Dome | 9.55 | I-5 @ Tacoma Dome MP 134 | S | 47.234857 | -122.426813 | 134.09 | 005 | Federal Way-Tacoma (SB PM) | I-5 @ Federal Way VMS MP 145.22 | S | 47.315327 | -122.297855 | 143.64 | I-5 | /Date(1502667300000-0700)/ | 382 |
| 170 | 21 | 21 | SR14 and Cascade Pk to I-5 and I-84 JCT | 14.90 | I-5 and I-84 JCT in Portland | S | 45.532950 | -122.666410 | 302.17 | I-5 | 019 SR14 and Cascade Pk to I-5 and I-84 JCT | SR14 and Cascade Park in Vancouver | W | 45.596111 | -122.519722 | 7.72 | SR 14 | /Date(1502667000000-0700)/ | 384 |
| 171 | 18 | 18 | SR14 and Cascade Pk to I-205 to I-5 and I-84 JCT | 14.22 | I-5 and I-84 JCT in Portland | W | 45.525600 | -122.660460 | 0.45 | I-84 | 020 SR14 and Cascade Pk to I-205 to I-5 and I-... | SR14 and Cascade Park in Vancouver | W | 45.596111 | -122.519722 | 7.72 | SR 14 | /Date(1502667000000-0700)/ | 385 |
| 172 | 9 | 9 | EB SR 16 Olympic Dr WB To EB SR 16 Sprague EB ... | 8.38 | SR 16 @ Sprague EB On Ramp in Tacoma | E | 47.235191 | -122.467893 | 1.00 | SR 16 | EB SR 16, Olympic Dr To I-5 Jct | SR 16 @ Olympic Dr WB in Gig Harbor | E | 47.309330 | -122.579790 | 11.07 | SR 16 | /Date(1502667300000-0700)/ | 386 |
| 173 | 3 | 3 | EB SR 16 Olympic Dr WB To TNB-West | 2.66 | SR 16 @ TNB-West in Gig Harbor | E | 47.275660 | -122.560450 | 8.41 | SR 16 | EB SR 16, Olympic Dr To TNB-West | SR 16 @ Olympic Dr WB in Gig Harbor | E | 47.309330 | -122.579790 | 11.07 | SR 16 | /Date(1502667300000-0700)/ | 387 |
| 174 | 17 | 17 | SB I-5 Port of Tacoma To JBLM Main Gate | 15.70 | I-5 @ JBLM Main Gate | S | 47.104937 | -122.585386 | 121.04 | I-5 | SB I-5, PoT To JBLM Main Gate | I-5 @ PoT in Tacoma | S | 47.240541 | -122.372755 | 136.74 | I-5 | /Date(1502667300000-0700)/ | 388 |
| 175 | 5 | 5 | SB I-5 Port of Tacoma To SR 16 | 3.83 | I-5 @ SR 16 in Tacoma | S | 47.230182 | -122.449769 | 132.91 | I-5 | SB I-5, PoT To SR 16 | I-5 @ PoT in Tacoma | S | 47.240541 | -122.372755 | 136.74 | I-5 | /Date(1502667300000-0700)/ | 389 |
| 176 | 11 | 11 | SB I-5 Port of Tacoma To SR 512 | 9.39 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | SB I-5, PoT To SR 512 | I-5 @ PoT in Tacoma | S | 47.240541 | -122.372755 | 136.74 | I-5 | /Date(1502667300000-0700)/ | 390 |
| 177 | 22 | 20 | SB I-5 Pierce King County Line To JBLM Main Gate | 18.37 | I-5 @ JBLM Main Gate | S | 47.104937 | -122.585386 | 121.04 | I-5 | SB I-5, PKCL To JBLM Main Gate | I-5 @ Pierce King County Line | S | 47.255624 | -122.331130 | 139.41 | I-5 | /Date(1502667300000-0700)/ | 401 |
| 178 | 9 | 8 | SB I-5 Pierce King County Line To SR 16 | 6.50 | I-5 @ SR 16 in Tacoma | S | 47.230182 | -122.449769 | 132.91 | I-5 | SB I-5, PKCL To SR 16 | I-5 @ Pierce King County Line | S | 47.255624 | -122.331130 | 139.41 | I-5 | /Date(1502667300000-0700)/ | 402 |
| 179 | 15 | 14 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | SB I-5, PKCL To SR 512 | I-5 @ Pierce King County Line | S | 47.255624 | -122.331130 | 139.41 | I-5 | /Date(1502667300000-0700)/ | 403 |
180 rows × 19 columns
import json
import pandas as pd
import os
from pandas.io.json import json_normalize
jsondir = "/home/vagrant/json"
wsdot_weather_filepath = jsondir + "/wsdot_weather/2017-08-13-23-37-10"
with open(wsdot_weather_filepath) as json_file:
raw_json = json.load(json_file)
wsdot_weather_df = json_normalize(raw_json)
wsdot_weather_df
| BarometricPressure | Latitude | Longitude | PrecipitationInInches | ReadingTime | RelativeHumidity | SkyCoverage | StationID | StationName | TemperatureInFahrenheit | Visibility | WindDirection | WindDirectionCardinal | WindGustSpeedInMPH | WindSpeedInMPH | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1010.1 | 47.474800 | -122.270400 | None | /Date(1502667002000-0700)/ | 59.0 | N/A | 1909 | SB I-5 144th | 71.0 | None | 355.0 | N | 12.0 | 7.0 |
| 1 | 1014.8 | 47.760633 | -122.184048 | None | /Date(1502667016000-0700)/ | 57.0 | N/A | 1910 | SB I-405 N.E. 195th | 68.0 | None | 65.0 | NE | 9.0 | 2.0 |
| 2 | 981.5 | 47.509000 | -121.885000 | None | /Date(1502667008000-0700)/ | 67.0 | N/A | 1928 | EB I-90 @ SR-18 Echo Lake | 68.0 | None | 125.0 | SE | 6.0 | 2.0 |
| 3 | 1002.6 | 47.726000 | -122.324000 | None | /Date(1502667001000-0700)/ | 64.0 | N/A | 1966 | 130th Street | 67.0 | None | 235.0 | SW | 0.0 | 0.0 |
| 4 | NaN | 46.436000 | -117.350000 | None | /Date(1502666981000-0700)/ | 46.0 | N/A | 1968 | Alpowa Summit | 71.0 | None | 260.0 | W | 16.0 | 9.0 |
| 5 | NaN | 47.033800 | -123.097100 | None | /Date(1502667000000-0700)/ | 52.0 | N/A | 1970 | Rock Candy Mountain | 70.0 | None | 181.0 | S | 17.0 | 4.0 |
| 6 | NaN | 47.555500 | -120.586600 | None | /Date(1502666776000-0700)/ | 26.0 | N/A | 1972 | Dryden Road | 84.0 | None | 0.0 | N | 12.0 | 5.0 |
| 7 | NaN | 47.269100 | -121.239200 | None | /Date(1502666732000-0700)/ | 49.0 | N/A | 1973 | Easton Hill | 66.0 | None | 5.0 | N | 16.0 | 5.0 |
| 8 | NaN | 48.070300 | -124.049000 | None | /Date(1502666845000-0700)/ | 42.0 | N/A | 1975 | Heckelville Shed | 61.0 | None | 45.0 | NE | 13.0 | 7.0 |
| 9 | NaN | 46.887000 | -120.427000 | None | /Date(1502666499000-0700)/ | 99.0 | N/A | 1977 | Manastash Ridge Eastbound | 70.0 | None | 325.0 | NE | 28.0 | 20.0 |
| 10 | NaN | 46.928000 | -120.500000 | None | /Date(1502666515000-0700)/ | 36.0 | N/A | 1978 | Manastash Ridge Westbound | 74.0 | None | 285.0 | W | 29.0 | 20.0 |
| 11 | NaN | 47.305082 | -121.305688 | None | /Date(1502666726000-0700)/ | 46.0 | N/A | 1979 | Stampede Overpass | 69.0 | None | 231.0 | SW | 15.0 | 2.0 |
| 12 | NaN | 47.078000 | -120.724000 | None | /Date(1502666472000-0700)/ | 35.0 | N/A | 1980 | Rocky Canyon | 75.0 | None | 305.0 | NE | 31.0 | 21.0 |
| 13 | NaN | 46.943000 | -120.165000 | None | /Date(1502666528000-0700)/ | 24.0 | N/A | 1981 | Ryegrass Summit | 72.0 | None | 185.0 | S | 39.0 | 32.0 |
| 14 | 996.5 | 48.688000 | -122.400000 | None | /Date(1502667014000-0700)/ | 55.0 | N/A | 1982 | Lake Samish Park and Ride | 69.0 | None | 95.0 | E | 11.0 | 4.0 |
| 15 | NaN | 47.745900 | -121.089100 | None | /Date(1502666771000-0700)/ | NaN | N/A | 1984 | Stevens Pass | NaN | None | NaN | N/A | NaN | NaN |
| 16 | 1013.7 | 48.992000 | -122.272000 | None | /Date(1502667018000-0700)/ | 49.0 | N/A | 1985 | SUMAS SR 9 AT FRONT ST (SR 547) | 72.0 | None | 0.0 | N | 15.0 | 6.0 |
| 17 | NaN | 47.043000 | -119.916000 | None | /Date(1502667004000-0700)/ | 26.0 | N/A | 1987 | Silica Road | 80.0 | None | 280.0 | W | 28.0 | 16.0 |
| 18 | NaN | 47.085000 | -119.006000 | None | /Date(1502667010000-0700)/ | 40.0 | N/A | 1988 | Warden Interchange | 81.0 | None | 170.0 | S | 18.0 | 11.0 |
| 19 | NaN | 47.113000 | -120.786000 | None | /Date(1502666522000-0700)/ | 99.0 | N/A | 1989 | Elk Heights | 69.0 | None | 245.0 | SW | 21.0 | 9.0 |
| 20 | NaN | 48.050400 | -122.952300 | None | /Date(1502663594000-0700)/ | 47.0 | N/A | 2044 | Diamond Point | 65.0 | None | 290.0 | W | 18.0 | 10.0 |
| 21 | NaN | 48.093800 | -123.278300 | None | /Date(1502667004000-0700)/ | 68.0 | N/A | 2045 | Seibert Creek Bridge | 61.0 | None | 239.0 | SW | 26.0 | 13.0 |
| 22 | NaN | 47.443500 | -121.669400 | None | /Date(1502666721000-0700)/ | 42.0 | N/A | 2068 | Snoqualmie River Bridge | 67.0 | None | 210.0 | SW | 6.0 | 2.0 |
| 23 | 994.8 | 47.473000 | -121.742000 | None | /Date(1502667011000-0700)/ | NaN | N/A | 2069 | WB I-90 near Tanner Crossing | NaN | None | NaN | N/A | NaN | NaN |
| 24 | NaN | 47.427000 | -121.418000 | None | /Date(1502666572000-0700)/ | 50.0 | N/A | 2085 | Alpental Exit | 60.0 | None | 0.0 | N | 13.0 | 9.0 |
| 25 | NaN | 47.334800 | -120.577100 | None | /Date(1502666766000-0700)/ | 41.0 | N/A | 2108 | Blewett Pass | 68.0 | None | 270.0 | W | 9.0 | 2.0 |
| 26 | NaN | 46.638000 | -121.390000 | None | /Date(1502666534000-0700)/ | 68.0 | N/A | 2139 | White Pass Summit | 56.0 | None | 90.0 | E | 13.0 | 4.0 |
| 27 | NaN | 47.301900 | -120.067800 | None | /Date(1502666822000-0700)/ | 24.0 | N/A | 2173 | Palisades | 84.0 | None | 15.0 | N | 21.0 | 13.0 |
| 28 | NaN | 47.233100 | -119.958200 | None | /Date(1502666828000-0700)/ | 83.0 | N/A | 2174 | Quincy Rest Area | 82.0 | None | 145.0 | SE | 13.0 | 7.0 |
| 29 | NaN | 47.815600 | -119.363000 | None | /Date(1502666882000-0700)/ | 23.0 | N/A | 2175 | Mansfield | 79.0 | None | 235.0 | SW | 0.0 | 0.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 72 | NaN | 48.876000 | -117.348300 | None | /Date(1502664709000-0700)/ | 51.0 | N/A | 3007 | Metaline Fall on SR31@MP16.69 | 67.0 | None | 170.0 | S | 8.0 | 5.0 |
| 73 | 998.8 | 47.532000 | -121.985000 | None | /Date(1502667021000-0700)/ | NaN | N/A | 3038 | I-90 at Sunset | NaN | None | 270.0 | W | 9.0 | 6.0 |
| 74 | 987.3 | 46.217600 | -119.748900 | None | /Date(1502667005000-0700)/ | 35.0 | N/A | 3110 | Prosser | 84.0 | None | 291.0 | W | 13.0 | 6.0 |
| 75 | 976.6 | 46.538500 | -120.471800 | None | /Date(1502666488000-0700)/ | 25.0 | N/A | 3111 | Parker | 82.0 | None | 95.0 | E | 12.0 | 7.0 |
| 76 | 977.4 | 46.538400 | -120.472000 | None | /Date(1502666439000-0700)/ | 26.0 | N/A | 3112 | Union Gap | 82.0 | None | 291.0 | W | 8.0 | 6.0 |
| 77 | NaN | 46.393000 | -120.241100 | None | /Date(1502666428000-0700)/ | 32.0 | N/A | 3113 | Zillah | 82.0 | None | 196.0 | S | 5.0 | 4.0 |
| 78 | 981.4 | 46.326600 | -120.077900 | None | /Date(1502666416000-0700)/ | 35.0 | N/A | 3114 | Outlook | 83.0 | None | 270.0 | W | 1.0 | 0.0 |
| 79 | NaN | 47.067700 | -122.715800 | None | /Date(1502666747000-0700)/ | 49.0 | N/A | 3234 | Nisqually on I-5 @ MP 116 | 73.0 | None | 180.0 | S | 11.0 | 6.0 |
| 80 | 874.1 | 48.390400 | -119.879200 | None | /Date(1502666289000-0700)/ | 28.0 | N/A | 3235 | Loup Loup Pass on SR 20 | 71.0 | None | 246.0 | SW | 1.0 | 0.0 |
| 81 | NaN | 47.858400 | -122.621600 | None | /Date(1502666906000-0700)/ | 72.0 | N/A | 3265 | Hood Canal Bridge | 62.0 | None | NaN | N/A | NaN | NaN |
| 82 | 1015.6 | 48.446000 | -122.432000 | None | /Date(1502667022000-0700)/ | 49.0 | N/A | 3267 | MOUNT VERNON | 67.0 | None | 0.0 | N | 0.0 | 0.0 |
| 83 | 1000.2 | 47.916300 | -122.207200 | None | /Date(1502667024000-0700)/ | 82.0 | N/A | 3268 | SR526 INTERCHANGE | 65.0 | None | 330.0 | NE | 17.0 | 9.0 |
| 84 | 924.1 | 47.980300 | -122.188000 | None | /Date(1502667025000-0700)/ | 2.0 | N/A | 3269 | SR2 @ I-5 INTERCHANGE EVERETT | 70.0 | None | 280.0 | W | 18.0 | 9.0 |
| 85 | 1012.0 | 48.204200 | -122.214200 | None | /Date(1502667025000-0700)/ | NaN | N/A | 3270 | STILLIGUAMISH RIVER | 68.0 | None | 340.0 | N | 1.0 | 0.0 |
| 86 | 996.1 | 47.813900 | -121.570900 | None | /Date(1502667031000-0700)/ | 64.0 | N/A | 3271 | INDEX GALENA ROAD | 64.0 | None | 306.0 | NE | 4.0 | 2.0 |
| 87 | 882.0 | 46.500278 | -119.611667 | None | /Date(1502666536000-0700)/ | NaN | N/A | 3273 | SR240 @ Beloit | 83.0 | None | 310.0 | NE | 19.0 | 7.0 |
| 88 | NaN | 46.467063 | -119.541111 | None | /Date(1502666537000-0700)/ | 29.0 | N/A | 3274 | SR240 @ Mid Hanford | 85.0 | None | 295.0 | NE | 12.0 | 9.0 |
| 89 | NaN | 46.383155 | -119.422786 | None | /Date(1502666539000-0700)/ | 33.0 | N/A | 3275 | SR240 @ SR225 Horn Rd | 84.0 | None | 180.0 | S | 21.0 | 14.0 |
| 90 | NaN | 46.325574 | -119.316126 | None | /Date(1502666540000-0700)/ | 36.0 | N/A | 3276 | SR240 @ Twin Bridges | 85.0 | None | 190.0 | S | 21.0 | 14.0 |
| 91 | 1011.1 | 47.303516 | -122.232946 | None | /Date(1502667036000-0700)/ | 52.0 | N/A | 3277 | SR 18 @ C St, Auburn | 72.0 | None | 275.0 | W | 8.0 | 5.0 |
| 92 | 605.5 | 46.049483 | -118.495917 | None | /Date(1502666542000-0700)/ | 65.0 | N/A | 3295 | SR12 @ Frenchtown Rd MP 328.75 | 82.0 | None | 0.0 | N | 0.0 | 0.0 |
| 93 | 1003.0 | 47.830967 | -122.262359 | None | /Date(1502667038000-0700)/ | 61.0 | N/A | 3752 | I-5 at I-405 | 65.0 | None | 0.0 | N | 13.0 | 7.0 |
| 94 | NaN | 46.802261 | -123.007164 | None | /Date(1502666746000-0700)/ | 52.0 | N/A | 3776 | GRAND MOUND | 71.0 | None | 292.0 | W | 12.0 | 6.0 |
| 95 | 29.9 | 47.640394 | -122.258735 | None | /Date(1502666640000-0700)/ | 60.0 | N/A | 3814 | SR 520 Bridge | 68.0 | None | 332.0 | NNW | 15.0 | 13.0 |
| 96 | 972.7 | 46.763143 | -122.192030 | None | /Date(1502666748000-0700)/ | 53.0 | N/A | 3830 | SR 7 @ SR 706 Elbe | 69.0 | None | 300.0 | NE | 8.0 | 3.0 |
| 97 | 1011.2 | 48.963854 | -122.484913 | None | /Date(1502667039000-0700)/ | 52.0 | N/A | 3832 | SR 539 at SR 546 (Badger Rd) | 72.0 | None | 225.0 | SW | 16.0 | 9.0 |
| 98 | 1012.3 | 48.891981 | -122.485690 | None | /Date(1502667041000-0700)/ | 47.0 | N/A | 3833 | SR 539 at SR 544 (Pole Rd) | 72.0 | None | 155.0 | SE | 15.0 | 10.0 |
| 99 | 1012.9 | 47.847409 | -122.009760 | None | /Date(1502667042000-0700)/ | 60.0 | N/A | 3841 | SR 522 at Main St | 67.0 | None | 5.0 | N | 10.0 | 6.0 |
| 100 | 1014.3 | 47.353395 | -122.244567 | None | /Date(1502667044000-0700)/ | 52.0 | N/A | 3852 | SR 167 at S 277th St | 71.0 | None | 285.0 | W | 12.0 | 8.0 |
| 101 | NaN | 47.263826 | -122.545658 | None | /Date(1502666905000-0700)/ | NaN | N/A | 3854 | Tacoma Narrows Bridge | NaN | None | 210.0 | SW | 9.0 | 3.0 |
102 rows × 15 columns
Set up the libraries we need, center the map on the average (i.e. midpoint) of our traffic data.
import folium
import numpy as np
from folium.plugins import MarkerCluster
lats = wsdot_traffic_df['StartPoint.Latitude']
lons = wsdot_traffic_df['StartPoint.Longitude']
map_center_lat = np.mean(lats)
map_center_lon = np.mean(lons)
map_osm = folium.Map(location=[map_center_lat, map_center_lon], zoom_start=7)
Iterate over the traffic data, add each traffic point.
for index, row in wsdot_traffic_df.iterrows():
lat = row['StartPoint.Latitude']
lon = row['StartPoint.Longitude']
LatLonStr = "(%f, %f)" % (lat, lon)
thePopUp = "Traffic Sensor: " + row['Name'] + " " + LatLonStr
folium.CircleMarker([lat, lon], popup=thePopUp, color='#555555', fill_color='#555555', radius=5).add_to(map_osm)
Iterate over the weather data, add each traffic point.
for index, row in wsdot_weather_df.iterrows():
lat = row['Latitude']
lon = row['Longitude']
LatLonStr = "(%f, %f)" % (lat, lon)
thePopUp = "Weather Sensor: " + row['StationName'] + " " + LatLonStr
folium.CircleMarker([lat, lon], popup=thePopUp, color='#3186cc', fill_color='#3186cc', radius=5).add_to(map_osm)
display the map!
map_osm
One of the main things the map teaches us, is the distribution of weather stations vs. traffic sensors. Weather stations are distributed all thought the state; traffic sensors are clustered along the I-5 cooridor between Everett and Olympia, wieth a few more along I-90, and a cluster in Portland.
Also note the absence of weather stations in Portland. We can fix that by pulling in JSON from another weather service.
!head $jsondir/yahoo_weather/2017-08-21-02-10-33
{"query":{"count":1,"created":"2017-08-21T02:10:33Z","lang":"en-US","diagnostics":{"publiclyCallable":"true","url":{"execution-start-time":"1","execution-stop-time":"5","execution-time":"4","content":"http://weather-ydn-yql.media.yahoo.com:4080/v3/public/weather/rss?w=2475687"},"user-time":"6","service-time":"4","build-version":"2.0.164"},"results":{"channel":{"units":{"distance":"mi","pressure":"in","speed":"mph","temperature":"F"},"title":"Yahoo! Weather - Portland, OR, US","link":"http://us.rd.yahoo.com/dailynews/rss/weather/Country__Country/*https://weather.yahoo.com/country/state/city-2475687/","description":"Yahoo! Weather for Portland, OR, US","language":"en-us","lastBuildDate":"Sun, 20 Aug 2017 07:10 PM PDT","ttl":"60","location":{"city":"Portland","country":"United States","region":" OR"},"wind":{"chill":"81","direction":"335","speed":"14"},"atmosphere":{"humidity":"39","pressure":"1008.0","rising":"0","visibility":"16.1"},"astronomy":{"sunrise":"6:17 am","sunset":"8:10 pm"},"image":{"title":"Yahoo! Weather","width":"142","height":"18","link":"http://weather.yahoo.com","url":"http://l.yimg.com/a/i/brand/purplelogo//uh/us/news-wea.gif"},"item":{"title":"Conditions for Portland, OR, US at 06:00 PM PDT","lat":"45.536701","long":"-122.650841","link":"http://us.rd.yahoo.com/dailynews/rss/weather/Country__Country/*https://weather.yahoo.com/country/state/city-2475687/","pubDate":"Sun, 20 Aug 2017 06:00 PM PDT","condition":{"code":"30","date":"Sun, 20 Aug 2017 06:00 PM PDT","temp":"80","text":"Partly Cloudy"},"forecast":[{"code":"30","date":"20 Aug 2017","day":"Sun","high":"82","low":"55","text":"Partly Cloudy"},{"code":"34","date":"21 Aug 2017","day":"Mon","high":"88","low":"58","text":"Mostly Sunny"},{"code":"32","date":"22 Aug 2017","day":"Tue","high":"88","low":"61","text":"Sunny"},{"code":"30","date":"23 Aug 2017","day":"Wed","high":"78","low":"59","text":"Partly Cloudy"},{"code":"30","date":"24 Aug 2017","day":"Thu","high":"72","low":"57","text":"Partly Cloudy"},{"code":"32","date":"25 Aug 2017","day":"Fri","high":"80","low":"53","text":"Sunny"},{"code":"32","date":"26 Aug 2017","day":"Sat","high":"88","low":"57","text":"Sunny"},{"code":"32","date":"27 Aug 2017","day":"Sun","high":"91","low":"59","text":"Sunny"},{"code":"34","date":"28 Aug 2017","day":"Mon","high":"87","low":"61","text":"Mostly Sunny"},{"code":"34","date":"29 Aug 2017","day":"Tue","high":"86","low":"60","text":"Mostly Sunny"}],"description":"<![CDATA[<img src=\"http://l.yimg.com/a/i/us/we/52/30.gif\"/>\n<BR />\n<b>Current Conditions:</b>\n<BR />Partly Cloudy\n<BR />\n<BR />\n<b>Forecast:</b>\n<BR /> Sun - Partly Cloudy. High: 82Low: 55\n<BR /> Mon - Mostly Sunny. High: 88Low: 58\n<BR /> Tue - Sunny. High: 88Low: 61\n<BR /> Wed - Partly Cloudy. High: 78Low: 59\n<BR /> Thu - Partly Cloudy. High: 72Low: 57\n<BR />\n<BR />\n<a href=\"http://us.rd.yahoo.com/dailynews/rss/weather/Country__Country/*https://weather.yahoo.com/country/state/city-2475687/\">Full Forecast at Yahoo! Weather</a>\n<BR />\n<BR />\n<BR />\n]]>","guid":{"isPermaLink":"false"}}}}}}
Load a sample yahoo json file
yahoo_weather_filepath = jsondir + "/yahoo_weather/2017-08-21-02-10-33"
yahoo_weather_folder = jsondir + "/yahoo_weather"
with open(yahoo_weather_filepath) as json_file:
raw_json = json.load(json_file)
raw_json
{'query': {'count': 1,
'created': '2017-08-21T02:10:33Z',
'diagnostics': {'build-version': '2.0.164',
'publiclyCallable': 'true',
'service-time': '4',
'url': {'content': 'http://weather-ydn-yql.media.yahoo.com:4080/v3/public/weather/rss?w=2475687',
'execution-start-time': '1',
'execution-stop-time': '5',
'execution-time': '4'},
'user-time': '6'},
'lang': 'en-US',
'results': {'channel': {'astronomy': {'sunrise': '6:17 am',
'sunset': '8:10 pm'},
'atmosphere': {'humidity': '39',
'pressure': '1008.0',
'rising': '0',
'visibility': '16.1'},
'description': 'Yahoo! Weather for Portland, OR, US',
'image': {'height': '18',
'link': 'http://weather.yahoo.com',
'title': 'Yahoo! Weather',
'url': 'http://l.yimg.com/a/i/brand/purplelogo//uh/us/news-wea.gif',
'width': '142'},
'item': {'condition': {'code': '30',
'date': 'Sun, 20 Aug 2017 06:00 PM PDT',
'temp': '80',
'text': 'Partly Cloudy'},
'description': '<![CDATA[<img src="http://l.yimg.com/a/i/us/we/52/30.gif"/>\n<BR />\n<b>Current Conditions:</b>\n<BR />Partly Cloudy\n<BR />\n<BR />\n<b>Forecast:</b>\n<BR /> Sun - Partly Cloudy. High: 82Low: 55\n<BR /> Mon - Mostly Sunny. High: 88Low: 58\n<BR /> Tue - Sunny. High: 88Low: 61\n<BR /> Wed - Partly Cloudy. High: 78Low: 59\n<BR /> Thu - Partly Cloudy. High: 72Low: 57\n<BR />\n<BR />\n<a href="http://us.rd.yahoo.com/dailynews/rss/weather/Country__Country/*https://weather.yahoo.com/country/state/city-2475687/">Full Forecast at Yahoo! Weather</a>\n<BR />\n<BR />\n<BR />\n]]>',
'forecast': [{'code': '30',
'date': '20 Aug 2017',
'day': 'Sun',
'high': '82',
'low': '55',
'text': 'Partly Cloudy'},
{'code': '34',
'date': '21 Aug 2017',
'day': 'Mon',
'high': '88',
'low': '58',
'text': 'Mostly Sunny'},
{'code': '32',
'date': '22 Aug 2017',
'day': 'Tue',
'high': '88',
'low': '61',
'text': 'Sunny'},
{'code': '30',
'date': '23 Aug 2017',
'day': 'Wed',
'high': '78',
'low': '59',
'text': 'Partly Cloudy'},
{'code': '30',
'date': '24 Aug 2017',
'day': 'Thu',
'high': '72',
'low': '57',
'text': 'Partly Cloudy'},
{'code': '32',
'date': '25 Aug 2017',
'day': 'Fri',
'high': '80',
'low': '53',
'text': 'Sunny'},
{'code': '32',
'date': '26 Aug 2017',
'day': 'Sat',
'high': '88',
'low': '57',
'text': 'Sunny'},
{'code': '32',
'date': '27 Aug 2017',
'day': 'Sun',
'high': '91',
'low': '59',
'text': 'Sunny'},
{'code': '34',
'date': '28 Aug 2017',
'day': 'Mon',
'high': '87',
'low': '61',
'text': 'Mostly Sunny'},
{'code': '34',
'date': '29 Aug 2017',
'day': 'Tue',
'high': '86',
'low': '60',
'text': 'Mostly Sunny'}],
'guid': {'isPermaLink': 'false'},
'lat': '45.536701',
'link': 'http://us.rd.yahoo.com/dailynews/rss/weather/Country__Country/*https://weather.yahoo.com/country/state/city-2475687/',
'long': '-122.650841',
'pubDate': 'Sun, 20 Aug 2017 06:00 PM PDT',
'title': 'Conditions for Portland, OR, US at 06:00 PM PDT'},
'language': 'en-us',
'lastBuildDate': 'Sun, 20 Aug 2017 07:10 PM PDT',
'link': 'http://us.rd.yahoo.com/dailynews/rss/weather/Country__Country/*https://weather.yahoo.com/country/state/city-2475687/',
'location': {'city': 'Portland',
'country': 'United States',
'region': ' OR'},
'title': 'Yahoo! Weather - Portland, OR, US',
'ttl': '60',
'units': {'distance': 'mi',
'pressure': 'in',
'speed': 'mph',
'temperature': 'F'},
'wind': {'chill': '81', 'direction': '335', 'speed': '14'}}}}}
yahoo_weather_df = pd.read_json(yahoo_weather_filepath)
yahoo_weather_df
| query | |
|---|---|
| count | 1 |
| created | 2017-08-21T02:10:33Z |
| diagnostics | {'service-time': '4', 'user-time': '6', 'publi... |
| lang | en-US |
| results | {'channel': {'title': 'Yahoo! Weather - Portla... |
As you can see, the yahoo json is very hiearchical. Let's take a look at query.results.
with open(yahoo_weather_filepath) as json_file:
raw_json = json.load(json_file)
yahoo_weather_df = json_normalize(raw_json['query']['results'])
yahoo_weather_df
| channel.astronomy.sunrise | channel.astronomy.sunset | channel.atmosphere.humidity | channel.atmosphere.pressure | channel.atmosphere.rising | channel.atmosphere.visibility | channel.description | channel.image.height | channel.image.link | channel.image.title | ... | channel.location.region | channel.title | channel.ttl | channel.units.distance | channel.units.pressure | channel.units.speed | channel.units.temperature | channel.wind.chill | channel.wind.direction | channel.wind.speed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 6:17 am | 8:10 pm | 39 | 1008.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 81 | 335 | 14 |
1 rows × 39 columns
yahoo_weather_df.dtypes
channel.astronomy.sunrise object channel.astronomy.sunset object channel.atmosphere.humidity object channel.atmosphere.pressure object channel.atmosphere.rising object channel.atmosphere.visibility object channel.description object channel.image.height object channel.image.link object channel.image.title object channel.image.url object channel.image.width object channel.item.condition.code object channel.item.condition.date object channel.item.condition.temp object channel.item.condition.text object channel.item.description object channel.item.forecast object channel.item.guid.isPermaLink object channel.item.lat object channel.item.link object channel.item.long object channel.item.pubDate object channel.item.title object channel.language object channel.lastBuildDate object channel.link object channel.location.city object channel.location.country object channel.location.region object channel.title object channel.ttl object channel.units.distance object channel.units.pressure object channel.units.speed object channel.units.temperature object channel.wind.chill object channel.wind.direction object channel.wind.speed object dtype: object
# source: https://stackoverflow.com/questions/15891038/pandas-change-data-type-of-columns
yahoo_weather_df = yahoo_weather_df.apply(pd.to_numeric, errors='ignore')
yahoo_weather_df.dtypes
channel.astronomy.sunrise object channel.astronomy.sunset object channel.atmosphere.humidity int64 channel.atmosphere.pressure float64 channel.atmosphere.rising int64 channel.atmosphere.visibility float64 channel.description object channel.image.height int64 channel.image.link object channel.image.title object channel.image.url object channel.image.width int64 channel.item.condition.code int64 channel.item.condition.date object channel.item.condition.temp int64 channel.item.condition.text object channel.item.description object channel.item.forecast object channel.item.guid.isPermaLink object channel.item.lat float64 channel.item.link object channel.item.long float64 channel.item.pubDate object channel.item.title object channel.language object channel.lastBuildDate object channel.link object channel.location.city object channel.location.country object channel.location.region object channel.title object channel.ttl int64 channel.units.distance object channel.units.pressure object channel.units.speed object channel.units.temperature object channel.wind.chill int64 channel.wind.direction int64 channel.wind.speed int64 dtype: object
yahoo_weather_df['channel.item.condition.date'] = pd.to_datetime(yahoo_weather_df['channel.item.condition.date'])
yahoo_weather_df.dtypes
channel.astronomy.sunrise object channel.astronomy.sunset object channel.atmosphere.humidity int64 channel.atmosphere.pressure float64 channel.atmosphere.rising int64 channel.atmosphere.visibility float64 channel.description object channel.image.height int64 channel.image.link object channel.image.title object channel.image.url object channel.image.width int64 channel.item.condition.code int64 channel.item.condition.date datetime64[ns] channel.item.condition.temp int64 channel.item.condition.text object channel.item.description object channel.item.forecast object channel.item.guid.isPermaLink object channel.item.lat float64 channel.item.link object channel.item.long float64 channel.item.pubDate object channel.item.title object channel.language object channel.lastBuildDate object channel.link object channel.location.city object channel.location.country object channel.location.region object channel.title object channel.ttl int64 channel.units.distance object channel.units.pressure object channel.units.speed object channel.units.temperature object channel.wind.chill int64 channel.wind.direction int64 channel.wind.speed int64 dtype: object
for index, row in yahoo_weather_df.iterrows():
lat = row['channel.item.lat']
lon = row['channel.item.long']
LatLonStr = "(%f, %f)" % (lat, lon)
thePopUp = row['channel.title'] + " " + LatLonStr
folium.CircleMarker([lat, lon], popup=thePopUp, color='#3186cc', fill_color='#3186cc', radius=5).add_to(map_osm)
map_osm
top_folder = jsondir + "/yahoo_weather"
first_time = True
for filename in os.listdir(top_folder):
filepath = top_folder + "/" + filename
# print ("about to read " + filename)
with open(filepath) as json_file:
raw_json = json.load(json_file)
new_df = json_normalize(raw_json['query']['results'])
if (first_time):
first_time = False
multi_yahoo_weather_df = new_df
else:
multi_yahoo_weather_df = multi_yahoo_weather_df.append(new_df, ignore_index=True)
multi_yahoo_weather_df = multi_yahoo_weather_df.apply(pd.to_numeric, errors='ignore')
multi_yahoo_weather_df['channel.item.condition.date'] = pd.to_datetime(multi_yahoo_weather_df['channel.item.condition.date'])
multi_yahoo_weather_df
| channel.astronomy.sunrise | channel.astronomy.sunset | channel.atmosphere.humidity | channel.atmosphere.pressure | channel.atmosphere.rising | channel.atmosphere.visibility | channel.description | channel.image.height | channel.image.link | channel.image.title | ... | channel.location.region | channel.title | channel.ttl | channel.units.distance | channel.units.pressure | channel.units.speed | channel.units.temperature | channel.wind.chill | channel.wind.direction | channel.wind.speed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 6:18 am | 8:8 pm | 84 | 1010.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 61 | 350 | 7 |
| 1 | 6:18 am | 8:8 pm | 82 | 1010.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 63 | 0 | 7 |
| 2 | 6:17 am | 8:10 pm | 39 | 1008.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 81 | 335 | 14 |
| 3 | 6:18 am | 8:8 pm | 75 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 66 | 335 | 7 |
| 4 | 6:18 am | 8:8 pm | 68 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 68 | 350 | 11 |
| 5 | 6:18 am | 8:8 pm | 35 | 1004.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 88 | 335 | 18 |
| 6 | 6:18 am | 8:8 pm | 81 | 1010.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 63 | 350 | 7 |
| 7 | 6:18 am | 8:8 pm | 41 | 1005.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 84 | 340 | 18 |
| 8 | 6:17 am | 8:10 pm | 67 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 70 | 335 | 11 |
| 9 | 6:18 am | 8:8 pm | 31 | 1004.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 90 | 340 | 22 |
| 10 | 6:18 am | 8:8 pm | 85 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 61 | 0 | 7 |
| 11 | 6:18 am | 8:8 pm | 67 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 70 | 335 | 11 |
| 12 | 6:18 am | 8:8 pm | 35 | 1004.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 88 | 335 | 18 |
| 13 | 6:18 am | 8:8 pm | 45 | 1006.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 81 | 340 | 14 |
| 14 | 6:17 am | 8:10 pm | 42 | 1008.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 79 | 325 | 14 |
| 15 | 6:17 am | 8:10 pm | 49 | 1008.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 77 | 320 | 14 |
| 16 | 6:18 am | 8:8 pm | 33 | 1003.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 88 | 330 | 18 |
| 17 | 6:18 am | 8:8 pm | 75 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 64 | 0 | 7 |
| 18 | 6:18 am | 8:8 pm | 31 | 1004.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 90 | 340 | 22 |
| 19 | 6:18 am | 8:8 pm | 38 | 1003.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 82 | 330 | 18 |
| 20 | 6:17 am | 8:10 pm | 42 | 1008.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 79 | 325 | 14 |
| 21 | 6:18 am | 8:8 pm | 68 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 68 | 350 | 11 |
| 22 | 6:18 am | 8:8 pm | 57 | 1007.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 73 | 340 | 11 |
| 23 | 6:18 am | 8:8 pm | 33 | 1003.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 88 | 330 | 18 |
| 24 | 6:17 am | 8:10 pm | 62 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 72 | 325 | 11 |
| 25 | 6:18 am | 8:8 pm | 32 | 1004.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 90 | 335 | 22 |
| 26 | 6:18 am | 8:8 pm | 82 | 1010.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 63 | 0 | 7 |
| 27 | 6:18 am | 8:8 pm | 70 | 1008.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 66 | 350 | 11 |
| 28 | 6:18 am | 8:8 pm | 73 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 66 | 340 | 11 |
| 29 | 6:18 am | 8:8 pm | 85 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 61 | 0 | 7 |
| 30 | 6:18 am | 8:8 pm | 52 | 1007.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 77 | 340 | 11 |
| 31 | 6:17 am | 8:10 pm | 62 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 72 | 325 | 11 |
| 32 | 6:18 am | 8:8 pm | 57 | 1007.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 73 | 340 | 11 |
| 33 | 6:18 am | 8:8 pm | 89 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 57 | 0 | 7 |
| 34 | 6:18 am | 8:8 pm | 89 | 1010.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 57 | 0 | 7 |
| 35 | 6:17 am | 8:10 pm | 49 | 1008.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 77 | 320 | 14 |
| 36 | 6:18 am | 8:8 pm | 81 | 1010.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 63 | 350 | 7 |
| 37 | 6:18 am | 8:8 pm | 90 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 57 | 0 | 7 |
| 38 | 6:18 am | 8:8 pm | 75 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 64 | 0 | 7 |
| 39 | 6:18 am | 8:8 pm | 89 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 57 | 0 | 7 |
| 40 | 6:17 am | 8:10 pm | 39 | 1008.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 81 | 335 | 14 |
| 41 | 6:18 am | 8:8 pm | 89 | 1010.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 57 | 0 | 7 |
| 42 | 6:18 am | 8:8 pm | 73 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 66 | 340 | 11 |
| 43 | 6:18 am | 8:8 pm | 84 | 1010.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 61 | 350 | 7 |
| 44 | 6:18 am | 8:8 pm | 90 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 57 | 0 | 7 |
| 45 | 6:18 am | 8:8 pm | 38 | 1003.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 82 | 330 | 18 |
| 46 | 6:18 am | 8:8 pm | 70 | 1008.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 66 | 350 | 11 |
| 47 | 6:18 am | 8:8 pm | 75 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 66 | 335 | 7 |
| 48 | 6:18 am | 8:8 pm | 41 | 1005.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 84 | 340 | 18 |
| 49 | 6:17 am | 8:10 pm | 57 | 1008.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 73 | 325 | 14 |
| 50 | 6:18 am | 8:8 pm | 52 | 1007.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 77 | 340 | 11 |
| 51 | 6:18 am | 8:8 pm | 32 | 1004.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 90 | 335 | 22 |
| 52 | 6:18 am | 8:8 pm | 45 | 1006.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 81 | 340 | 14 |
| 53 | 6:17 am | 8:10 pm | 62 | 1009.0 | 0 | 16.1 | Yahoo! Weather for Portland, OR, US | 18 | http://weather.yahoo.com | Yahoo! Weather | ... | OR | Yahoo! Weather - Portland, OR, US | 60 | mi | in | mph | F | 72 | 325 | 11 |
54 rows × 39 columns
multi_yahoo_weather_df.shape
(54, 39)
We have weather data from two different sources - Yahoo and WSDOT. To merge them in a meaninful way, we need to find common fields, and use them to constructe a new merged dataframe.
From WSDOOT we have:
clean_multi_wsdot_weather_df.dtypes
BarometricPressure float64 Latitude float64 Longitude float64 PrecipitationInInches object ReadingTime object RelativeHumidity float64 SkyCoverage object StationID int64 StationName object TemperatureInFahrenheit float64 Visibility object WindDirection float64 WindDirectionCardinal object WindGustSpeedInMPH float64 WindSpeedInMPH float64 ReadingTime_timestamp datetime64[ns] dtype: object
... and from Yahoo
multi_yahoo_weather_df.dtypes
channel.astronomy.sunrise object channel.astronomy.sunset object channel.atmosphere.humidity int64 channel.atmosphere.pressure float64 channel.atmosphere.rising int64 channel.atmosphere.visibility float64 channel.description object channel.image.height int64 channel.image.link object channel.image.title object channel.image.url object channel.image.width int64 channel.item.condition.code int64 channel.item.condition.date datetime64[ns] channel.item.condition.temp int64 channel.item.condition.text object channel.item.description object channel.item.forecast object channel.item.guid.isPermaLink object channel.item.lat float64 channel.item.link object channel.item.long float64 channel.item.pubDate object channel.item.title object channel.language object channel.lastBuildDate object channel.link object channel.location.city object channel.location.country object channel.location.region object channel.title object channel.ttl int64 channel.units.distance object channel.units.pressure object channel.units.speed object channel.units.temperature object channel.wind.chill int64 channel.wind.direction int64 channel.wind.speed int64 dtype: object
Assembling common fields across both data frames gives us:
| WSDOT | Yahoo |
|---|---|
| StationName | channel.title |
| Latitude | channel.item.lat |
| Longitude | channel.item.long |
| ReadingTime_timestamp | channel.item.condition.date |
| BarometricPressure | channel.atmosphere.pressure |
| RelativeHumidity | channel.atmosphere.humidity |
| TemperatureInFahrenheit | channel.item.condition.temp |
| WindDirection | channel.wind.direction |
| WindSpeedInMPH | channel.wind.speed |
| Visibility | channel.atmosphere.visibility |
The Yahoo dataframe is only one row, so we'll start with that one. Select the columns we want, then rename them to match the WSDOT dataframe
merged_weather_df = multi_yahoo_weather_df[['channel.title',
'channel.item.lat',
'channel.item.lat',
'channel.item.condition.date',
'channel.atmosphere.pressure',
'channel.atmosphere.humidity',
'channel.item.condition.temp',
'channel.wind.direction',
'channel.wind.speed',
'channel.atmosphere.visibility'
]]
merged_weather_df.columns = ['StationName',
'Latitude',
'Longitude',
'ReadingTime_timestamp',
'BarometricPressure',
'RelativeHumidity',
'TemperatureInFahrenheit',
'WindDirection',
'WindSpeedInMPH',
'Visibility'
]
merged_weather_df.head()
| StationName | Latitude | Longitude | ReadingTime_timestamp | BarometricPressure | RelativeHumidity | TemperatureInFahrenheit | WindDirection | WindSpeedInMPH | Visibility | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 10:00:00 | 1010.0 | 84 | 61 | 350 | 7 | 16.1 |
| 1 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 15:00:00 | 1010.0 | 82 | 62 | 0 | 7 | 16.1 |
| 2 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 01:00:00 | 1008.0 | 39 | 80 | 335 | 14 | 16.1 |
| 3 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 08:00:00 | 1009.0 | 75 | 66 | 335 | 7 | 16.1 |
| 4 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 17:00:00 | 1009.0 | 68 | 67 | 350 | 11 | 16.1 |
merged_weather_df = merged_weather_df.append(clean_multi_wsdot_weather_df[['StationName',
'Latitude',
'Longitude',
'ReadingTime_timestamp',
'BarometricPressure',
'RelativeHumidity',
'TemperatureInFahrenheit',
'WindDirection',
'WindSpeedInMPH',
'Visibility'
]])
merged_weather_df
| StationName | Latitude | Longitude | ReadingTime_timestamp | BarometricPressure | RelativeHumidity | TemperatureInFahrenheit | WindDirection | WindSpeedInMPH | Visibility | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 10:00:00 | 1010.0 | 84.0 | 61.0 | 350.0 | 7.0 | 16.1 |
| 1 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 15:00:00 | 1010.0 | 82.0 | 62.0 | 0.0 | 7.0 | 16.1 |
| 2 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 01:00:00 | 1008.0 | 39.0 | 80.0 | 335.0 | 14.0 | 16.1 |
| 3 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 08:00:00 | 1009.0 | 75.0 | 66.0 | 335.0 | 7.0 | 16.1 |
| 4 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 17:00:00 | 1009.0 | 68.0 | 67.0 | 350.0 | 11.0 | 16.1 |
| 5 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 23:00:00 | 1004.0 | 35.0 | 88.0 | 335.0 | 18.0 | 16.1 |
| 6 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 09:00:00 | 1010.0 | 81.0 | 63.0 | 350.0 | 7.0 | 16.1 |
| 7 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 22:00:00 | 1005.0 | 41.0 | 84.0 | 340.0 | 18.0 | 16.1 |
| 8 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 06:00:00 | 1009.0 | 67.0 | 69.0 | 335.0 | 11.0 | 16.1 |
| 9 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-22 00:00:00 | 1004.0 | 31.0 | 90.0 | 340.0 | 22.0 | 16.1 |
| 10 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 11:00:00 | 1009.0 | 85.0 | 60.0 | 0.0 | 7.0 | 16.1 |
| 11 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 06:00:00 | 1009.0 | 67.0 | 69.0 | 335.0 | 11.0 | 16.1 |
| 12 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 23:00:00 | 1004.0 | 35.0 | 88.0 | 335.0 | 18.0 | 16.1 |
| 13 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 21:00:00 | 1006.0 | 45.0 | 81.0 | 340.0 | 14.0 | 16.1 |
| 14 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 02:00:00 | 1008.0 | 42.0 | 79.0 | 325.0 | 14.0 | 16.1 |
| 15 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 03:00:00 | 1008.0 | 49.0 | 76.0 | 320.0 | 14.0 | 16.1 |
| 16 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-22 02:00:00 | 1003.0 | 33.0 | 88.0 | 330.0 | 18.0 | 16.1 |
| 17 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 16:00:00 | 1009.0 | 75.0 | 65.0 | 0.0 | 7.0 | 16.1 |
| 18 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-22 00:00:00 | 1004.0 | 31.0 | 90.0 | 340.0 | 22.0 | 16.1 |
| 19 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-22 03:00:00 | 1003.0 | 38.0 | 83.0 | 330.0 | 18.0 | 16.1 |
| 20 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 02:00:00 | 1008.0 | 42.0 | 79.0 | 325.0 | 14.0 | 16.1 |
| 21 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 17:00:00 | 1009.0 | 68.0 | 67.0 | 350.0 | 11.0 | 16.1 |
| 22 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 19:00:00 | 1007.0 | 57.0 | 73.0 | 340.0 | 11.0 | 16.1 |
| 23 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-22 02:00:00 | 1003.0 | 33.0 | 88.0 | 330.0 | 18.0 | 16.1 |
| 24 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 05:00:00 | 1009.0 | 62.0 | 71.0 | 325.0 | 11.0 | 16.1 |
| 25 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-22 01:00:00 | 1004.0 | 32.0 | 90.0 | 335.0 | 22.0 | 16.1 |
| 26 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 15:00:00 | 1010.0 | 82.0 | 62.0 | 0.0 | 7.0 | 16.1 |
| 27 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 18:00:00 | 1008.0 | 70.0 | 67.0 | 350.0 | 11.0 | 16.1 |
| 28 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 07:00:00 | 1009.0 | 73.0 | 67.0 | 340.0 | 11.0 | 16.1 |
| 29 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 11:00:00 | 1009.0 | 85.0 | 60.0 | 0.0 | 7.0 | 16.1 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 40901 | Metaline Fall on SR31@MP16.69 | 48.876000 | -117.348300 | 2017-08-14 11:52:04 | NaN | 97.0 | 67.0 | 10.0 | 1.0 | None |
| 40902 | I-90 at Sunset | 47.532000 | -121.985000 | 2017-08-14 12:30:42 | 995.9 | NaN | NaN | 150.0 | 0.0 | None |
| 40903 | Prosser | 46.217600 | -119.748900 | 2017-08-14 12:30:05 | 986.3 | 30.0 | 76.0 | 155.0 | 6.0 | None |
| 40904 | Parker | 46.538500 | -120.471800 | 2017-08-14 12:21:27 | 975.2 | 27.0 | 77.0 | 128.0 | 0.0 | None |
| 40905 | Union Gap | 46.538400 | -120.472000 | 2017-08-14 12:20:38 | 976.1 | 35.0 | 76.0 | 306.0 | 1.0 | None |
| 40906 | Zillah | 46.393000 | -120.241100 | 2017-08-14 12:20:28 | NaN | 41.0 | 76.0 | 48.0 | 2.0 | None |
| 40907 | Outlook | 46.326600 | -120.077900 | 2017-08-14 12:20:16 | 980.1 | 35.0 | 74.0 | 104.0 | 2.0 | None |
| 40908 | Nisqually on I-5 @ MP 116 | 47.067700 | -122.715800 | 2017-08-14 12:28:02 | NaN | 53.0 | 70.0 | 340.0 | 2.0 | None |
| 40909 | Loup Loup Pass on SR 20 | 48.390400 | -119.879200 | 2017-08-14 12:17:32 | 874.8 | 28.0 | 64.0 | 102.0 | 0.0 | None |
| 40910 | Hood Canal Bridge | 47.858400 | -122.621600 | 2017-08-14 12:28:18 | NaN | 73.0 | 60.0 | NaN | NaN | None |
| 40911 | MOUNT VERNON | 48.446000 | -122.432000 | 2017-08-14 12:30:44 | 1012.7 | 57.0 | 64.0 | 0.0 | 0.0 | None |
| 40912 | SR526 INTERCHANGE | 47.916300 | -122.207200 | 2017-08-14 12:30:45 | 996.9 | 68.0 | 65.0 | 290.0 | 4.0 | None |
| 40913 | SR2 @ I-5 INTERCHANGE EVERETT | 47.980300 | -122.188000 | 2017-08-14 12:30:47 | 903.3 | 1.0 | 68.0 | 245.0 | 2.0 | None |
| 40914 | STILLIGUAMISH RIVER | 48.204200 | -122.214200 | 2017-08-14 12:30:47 | 1008.4 | NaN | NaN | NaN | NaN | None |
| 40915 | INDEX GALENA ROAD | 47.813900 | -121.570900 | 2017-08-14 12:15:31 | 993.1 | 64.0 | 68.0 | 337.0 | 3.0 | None |
| 40916 | SR240 @ Beloit | 46.500278 | -119.611667 | 2017-08-14 12:22:18 | 882.0 | NaN | 77.0 | 115.0 | 8.0 | None |
| 40917 | SR240 @ Mid Hanford | 46.467063 | -119.541111 | 2017-08-14 12:22:22 | NaN | 27.0 | 77.0 | 125.0 | 10.0 | None |
| 40918 | SR240 @ SR225 Horn Rd | 46.383155 | -119.422786 | 2017-08-14 12:22:25 | NaN | 31.0 | 78.0 | 120.0 | 6.0 | None |
| 40919 | SR240 @ Twin Bridges | 46.325574 | -119.316126 | 2017-08-14 12:22:28 | NaN | 31.0 | 78.0 | 90.0 | 8.0 | None |
| 40920 | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-14 12:15:36 | 1008.6 | 49.0 | 70.0 | 310.0 | 1.0 | None |
| 40921 | SR12 @ Frenchtown Rd MP 328.75 | 46.049483 | -118.495917 | 2017-08-14 12:22:31 | 605.5 | 63.0 | 77.0 | 0.0 | 0.0 | None |
| 40922 | I-5 at I-405 | 47.830967 | -122.262359 | 2017-08-14 12:15:37 | 999.8 | 50.0 | 67.0 | 15.0 | 3.0 | None |
| 40923 | GRAND MOUND | 46.802261 | -123.007164 | 2017-08-14 12:28:02 | NaN | 46.0 | 72.0 | 357.0 | 0.0 | None |
| 40924 | SR 520 Bridge | 47.640394 | -122.258735 | 2017-08-14 12:24:00 | 29.8 | 51.0 | 68.0 | 320.0 | 11.0 | None |
| 40925 | SR 7 @ SR 706 Elbe | 46.763143 | -122.192030 | 2017-08-14 12:28:03 | 969.9 | 61.0 | 64.0 | 330.0 | 2.0 | None |
| 40926 | SR 539 at SR 546 (Badger Rd) | 48.963854 | -122.484913 | 2017-08-14 12:15:39 | 1009.8 | 57.0 | 66.0 | 240.0 | 3.0 | None |
| 40927 | SR 539 at SR 544 (Pole Rd) | 48.891981 | -122.485690 | 2017-08-14 12:15:41 | 1010.5 | 56.0 | 67.0 | 200.0 | 3.0 | None |
| 40928 | SR 522 at Main St | 47.847409 | -122.009760 | 2017-08-14 12:15:42 | 1009.8 | 49.0 | 66.0 | 345.0 | 3.0 | None |
| 40929 | SR 167 at S 277th St | 47.353395 | -122.244567 | 2017-08-14 12:15:44 | 1011.8 | 49.0 | 69.0 | 280.0 | 6.0 | None |
| 40930 | Tacoma Narrows Bridge | 47.263826 | -122.545658 | 2017-08-14 12:28:08 | NaN | NaN | NaN | 350.0 | 4.0 | None |
40985 rows × 10 columns
merged_1file_weather_df = yahoo_weather_df[['channel.title',
'channel.item.lat',
'channel.item.lat',
'channel.item.condition.date',
'channel.atmosphere.pressure',
'channel.atmosphere.humidity',
'channel.item.condition.temp',
'channel.wind.direction',
'channel.wind.speed',
'channel.atmosphere.visibility'
]]
merged_1file_weather_df.columns = ['StationName',
'Latitude',
'Longitude',
'ReadingTime_timestamp',
'BarometricPressure',
'RelativeHumidity',
'TemperatureInFahrenheit',
'WindDirection',
'WindSpeedInMPH',
'Visibility'
]
merged_1file_weather_df = merged_1file_weather_df.append(clean_wsdot_weather_df[['StationName',
'Latitude',
'Longitude',
'ReadingTime_timestamp',
'BarometricPressure',
'RelativeHumidity',
'TemperatureInFahrenheit',
'WindDirection',
'WindSpeedInMPH',
'Visibility'
]])
merged_1file_weather_df
| StationName | Latitude | Longitude | ReadingTime_timestamp | BarometricPressure | RelativeHumidity | TemperatureInFahrenheit | WindDirection | WindSpeedInMPH | Visibility | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Yahoo! Weather - Portland, OR, US | 45.536701 | 45.536701 | 2017-08-21 01:00:00 | 1008.0 | 39.0 | 80.0 | 335.0 | 14.0 | 16.1 |
| 0 | SB I-5 144th | 47.474800 | -122.270400 | 2017-08-13 09:30:02 | 1010.1 | 59.0 | 71.0 | 355.0 | 7.0 | None |
| 1 | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-13 09:30:16 | 1014.8 | 57.0 | 68.0 | 65.0 | 2.0 | None |
| 2 | EB I-90 @ SR-18 Echo Lake | 47.509000 | -121.885000 | 2017-08-13 09:30:08 | 981.5 | 67.0 | 68.0 | 125.0 | 2.0 | None |
| 3 | 130th Street | 47.726000 | -122.324000 | 2017-08-13 09:30:01 | 1002.6 | 64.0 | 67.0 | 235.0 | 0.0 | None |
| 4 | Alpowa Summit | 46.436000 | -117.350000 | 2017-08-13 09:29:41 | NaN | 46.0 | 71.0 | 260.0 | 9.0 | None |
| 5 | Rock Candy Mountain | 47.033800 | -123.097100 | 2017-08-13 09:30:00 | NaN | 52.0 | 70.0 | 181.0 | 4.0 | None |
| 6 | Dryden Road | 47.555500 | -120.586600 | 2017-08-13 09:26:16 | NaN | 26.0 | 84.0 | 0.0 | 5.0 | None |
| 7 | Easton Hill | 47.269100 | -121.239200 | 2017-08-13 09:25:32 | NaN | 49.0 | 66.0 | 5.0 | 5.0 | None |
| 8 | Heckelville Shed | 48.070300 | -124.049000 | 2017-08-13 09:27:25 | NaN | 42.0 | 61.0 | 45.0 | 7.0 | None |
| 9 | Manastash Ridge Eastbound | 46.887000 | -120.427000 | 2017-08-13 09:21:39 | NaN | 99.0 | 70.0 | 325.0 | 20.0 | None |
| 10 | Manastash Ridge Westbound | 46.928000 | -120.500000 | 2017-08-13 09:21:55 | NaN | 36.0 | 74.0 | 285.0 | 20.0 | None |
| 11 | Stampede Overpass | 47.305082 | -121.305688 | 2017-08-13 09:25:26 | NaN | 46.0 | 69.0 | 231.0 | 2.0 | None |
| 12 | Rocky Canyon | 47.078000 | -120.724000 | 2017-08-13 09:21:12 | NaN | 35.0 | 75.0 | 305.0 | 21.0 | None |
| 13 | Ryegrass Summit | 46.943000 | -120.165000 | 2017-08-13 09:22:08 | NaN | 24.0 | 72.0 | 185.0 | 32.0 | None |
| 14 | Lake Samish Park and Ride | 48.688000 | -122.400000 | 2017-08-13 09:30:14 | 996.5 | 55.0 | 69.0 | 95.0 | 4.0 | None |
| 15 | Stevens Pass | 47.745900 | -121.089100 | 2017-08-13 09:26:11 | NaN | NaN | NaN | NaN | NaN | None |
| 16 | SUMAS SR 9 AT FRONT ST (SR 547) | 48.992000 | -122.272000 | 2017-08-13 09:30:18 | 1013.7 | 49.0 | 72.0 | 0.0 | 6.0 | None |
| 17 | Silica Road | 47.043000 | -119.916000 | 2017-08-13 09:30:04 | NaN | 26.0 | 80.0 | 280.0 | 16.0 | None |
| 18 | Warden Interchange | 47.085000 | -119.006000 | 2017-08-13 09:30:10 | NaN | 40.0 | 81.0 | 170.0 | 11.0 | None |
| 19 | Elk Heights | 47.113000 | -120.786000 | 2017-08-13 09:22:02 | NaN | 99.0 | 69.0 | 245.0 | 9.0 | None |
| 20 | Diamond Point | 48.050400 | -122.952300 | 2017-08-13 08:33:14 | NaN | 47.0 | 65.0 | 290.0 | 10.0 | None |
| 21 | Seibert Creek Bridge | 48.093800 | -123.278300 | 2017-08-13 09:30:04 | NaN | 68.0 | 61.0 | 239.0 | 13.0 | None |
| 22 | Snoqualmie River Bridge | 47.443500 | -121.669400 | 2017-08-13 09:25:21 | NaN | 42.0 | 67.0 | 210.0 | 2.0 | None |
| 23 | WB I-90 near Tanner Crossing | 47.473000 | -121.742000 | 2017-08-13 09:30:11 | 994.8 | NaN | NaN | NaN | NaN | None |
| 24 | Alpental Exit | 47.427000 | -121.418000 | 2017-08-13 09:22:52 | NaN | 50.0 | 60.0 | 0.0 | 9.0 | None |
| 25 | Blewett Pass | 47.334800 | -120.577100 | 2017-08-13 09:26:06 | NaN | 41.0 | 68.0 | 270.0 | 2.0 | None |
| 26 | White Pass Summit | 46.638000 | -121.390000 | 2017-08-13 09:22:14 | NaN | 68.0 | 56.0 | 90.0 | 4.0 | None |
| 27 | Palisades | 47.301900 | -120.067800 | 2017-08-13 09:27:02 | NaN | 24.0 | 84.0 | 15.0 | 13.0 | None |
| 28 | Quincy Rest Area | 47.233100 | -119.958200 | 2017-08-13 09:27:08 | NaN | 83.0 | 82.0 | 145.0 | 7.0 | None |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 72 | Metaline Fall on SR31@MP16.69 | 48.876000 | -117.348300 | 2017-08-13 08:51:49 | NaN | 51.0 | 67.0 | 170.0 | 5.0 | None |
| 73 | I-90 at Sunset | 47.532000 | -121.985000 | 2017-08-13 09:30:21 | 998.8 | NaN | NaN | 270.0 | 6.0 | None |
| 74 | Prosser | 46.217600 | -119.748900 | 2017-08-13 09:30:05 | 987.3 | 35.0 | 84.0 | 291.0 | 6.0 | None |
| 75 | Parker | 46.538500 | -120.471800 | 2017-08-13 09:21:28 | 976.6 | 25.0 | 82.0 | 95.0 | 7.0 | None |
| 76 | Union Gap | 46.538400 | -120.472000 | 2017-08-13 09:20:39 | 977.4 | 26.0 | 82.0 | 291.0 | 6.0 | None |
| 77 | Zillah | 46.393000 | -120.241100 | 2017-08-13 09:20:28 | NaN | 32.0 | 82.0 | 196.0 | 4.0 | None |
| 78 | Outlook | 46.326600 | -120.077900 | 2017-08-13 09:20:16 | 981.4 | 35.0 | 83.0 | 270.0 | 0.0 | None |
| 79 | Nisqually on I-5 @ MP 116 | 47.067700 | -122.715800 | 2017-08-13 09:25:47 | NaN | 49.0 | 73.0 | 180.0 | 6.0 | None |
| 80 | Loup Loup Pass on SR 20 | 48.390400 | -119.879200 | 2017-08-13 09:18:09 | 874.1 | 28.0 | 71.0 | 246.0 | 0.0 | None |
| 81 | Hood Canal Bridge | 47.858400 | -122.621600 | 2017-08-13 09:28:26 | NaN | 72.0 | 62.0 | NaN | NaN | None |
| 82 | MOUNT VERNON | 48.446000 | -122.432000 | 2017-08-13 09:30:22 | 1015.6 | 49.0 | 67.0 | 0.0 | 0.0 | None |
| 83 | SR526 INTERCHANGE | 47.916300 | -122.207200 | 2017-08-13 09:30:24 | 1000.2 | 82.0 | 65.0 | 330.0 | 9.0 | None |
| 84 | SR2 @ I-5 INTERCHANGE EVERETT | 47.980300 | -122.188000 | 2017-08-13 09:30:25 | 924.1 | 2.0 | 70.0 | 280.0 | 9.0 | None |
| 85 | STILLIGUAMISH RIVER | 48.204200 | -122.214200 | 2017-08-13 09:30:25 | 1012.0 | NaN | 68.0 | 340.0 | 0.0 | None |
| 86 | INDEX GALENA ROAD | 47.813900 | -121.570900 | 2017-08-13 09:30:31 | 996.1 | 64.0 | 64.0 | 306.0 | 2.0 | None |
| 87 | SR240 @ Beloit | 46.500278 | -119.611667 | 2017-08-13 09:22:16 | 882.0 | NaN | 83.0 | 310.0 | 7.0 | None |
| 88 | SR240 @ Mid Hanford | 46.467063 | -119.541111 | 2017-08-13 09:22:17 | NaN | 29.0 | 85.0 | 295.0 | 9.0 | None |
| 89 | SR240 @ SR225 Horn Rd | 46.383155 | -119.422786 | 2017-08-13 09:22:19 | NaN | 33.0 | 84.0 | 180.0 | 14.0 | None |
| 90 | SR240 @ Twin Bridges | 46.325574 | -119.316126 | 2017-08-13 09:22:20 | NaN | 36.0 | 85.0 | 190.0 | 14.0 | None |
| 91 | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-13 09:30:36 | 1011.1 | 52.0 | 72.0 | 275.0 | 5.0 | None |
| 92 | SR12 @ Frenchtown Rd MP 328.75 | 46.049483 | -118.495917 | 2017-08-13 09:22:22 | 605.5 | 65.0 | 82.0 | 0.0 | 0.0 | None |
| 93 | I-5 at I-405 | 47.830967 | -122.262359 | 2017-08-13 09:30:38 | 1003.0 | 61.0 | 65.0 | 0.0 | 7.0 | None |
| 94 | GRAND MOUND | 46.802261 | -123.007164 | 2017-08-13 09:25:46 | NaN | 52.0 | 71.0 | 292.0 | 6.0 | None |
| 95 | SR 520 Bridge | 47.640394 | -122.258735 | 2017-08-13 09:24:00 | 29.9 | 60.0 | 68.0 | 332.0 | 13.0 | None |
| 96 | SR 7 @ SR 706 Elbe | 46.763143 | -122.192030 | 2017-08-13 09:25:48 | 972.7 | 53.0 | 69.0 | 300.0 | 3.0 | None |
| 97 | SR 539 at SR 546 (Badger Rd) | 48.963854 | -122.484913 | 2017-08-13 09:30:39 | 1011.2 | 52.0 | 72.0 | 225.0 | 9.0 | None |
| 98 | SR 539 at SR 544 (Pole Rd) | 48.891981 | -122.485690 | 2017-08-13 09:30:41 | 1012.3 | 47.0 | 72.0 | 155.0 | 10.0 | None |
| 99 | SR 522 at Main St | 47.847409 | -122.009760 | 2017-08-13 09:30:42 | 1012.9 | 60.0 | 67.0 | 5.0 | 6.0 | None |
| 100 | SR 167 at S 277th St | 47.353395 | -122.244567 | 2017-08-13 09:30:44 | 1014.3 | 52.0 | 71.0 | 285.0 | 8.0 | None |
| 101 | Tacoma Narrows Bridge | 47.263826 | -122.545658 | 2017-08-13 09:28:25 | NaN | NaN | NaN | 210.0 | 3.0 | None |
103 rows × 10 columns
We want to make a dataframe in which each row has traffic and weather data. We learned from mapping, that the traffic points are clustered on a few major freeways (I-5), while the weather points are scattered across the state. In order to make a meaninful data frame, each row will have the data from ne row out of the traffic dataframe, plus the weather coluns from a weather dataframe row that has a similar position and time stamp. In other words, each row shall have
# ----------------------------------------------------------------------
# FUNCTION: filter_by_bbox
# inputs: dataframe, columns names, coordinates, boundgin box size.
# outputs: new dataframe, containing only those rows whos latitude and longitude fit within the bbox.
# ----------------------------------------------------------------------
import pandas as pd
def filter_by_bbox(df, LATcolumn, LONcolumn, LATvalue, LONvalue, BBoxSize):
# Set up the bbox variables
lat_sml_enough = df[LATcolumn] <= LATvalue + BBoxSize
lat_big_enough = df[LATcolumn] >= LATvalue - BBoxSize
lon_sml_enough = df[LONcolumn] <= LONvalue + BBoxSize
lon_big_enough = df[LONcolumn] >= LONvalue - BBoxSize
return df[lat_sml_enough & lat_big_enough & lon_sml_enough & lon_big_enough]
Grab the location data form the first row of the cleaned WSDOT traffic data frame.
FilterLat = clean_multi_traffic_df['EndPoint.Latitude'].iloc[0]
FilterLon = clean_multi_traffic_df['EndPoint.Longitude'].iloc[0]
print (FilterLat)
print (FilterLon)
47.609294 -122.331759
Filter the dataframe for rows that are within 0.2 degrees of the first rrow. Print the row-count of the result
filtered_wsdot_draffic_df = filter_by_bbox(clean_multi_traffic_df,
'EndPoint.Latitude',
'EndPoint.Longitude',
FilterLat, FilterLon,
0.2)
len (filtered_wsdot_draffic_df.index)
28440
Compare the rowcount of the original dataframe
len(clean_multi_traffic_df.index)
70998
# ----------------------------------------------------------------------
# FUNCTION: filter_by_datetime
# inputs: dataframe, name of datetime column, datetime value,
# optional args for timebox size in weeks, days, hours, minutes, second.
# outputs: new dataframe, containing only those rows whos timesamp fits within the delta
# ----------------------------------------------------------------------
import pandas as pd
import datetime as dt
def filter_by_datetime(df, dt_column, dt_value,
delta_weeks=0,
delta_days=0,
delta_hours=0,
delta_minutes=0,
delta_seconds=0):
timebox_upper = dt_value + dt.timedelta(weeks = delta_weeks,
days = delta_days,
hours = delta_hours,
minutes = delta_minutes,
seconds = delta_seconds)
timebox_lower = dt_value - dt.timedelta(weeks = delta_weeks,
days = delta_days,
hours = delta_hours,
minutes = delta_minutes,
seconds = delta_seconds)
within_timebox_upper = df[dt_column] <= timebox_upper
within_timebox_lower = df[dt_column] >= timebox_lower
return df[within_timebox_upper & within_timebox_lower]
Grab the timestamp form the first row of the Merged Weather dataframe (i.e. the onw with WSDOT and Yahoo weather in it.)
time1 = merged_weather_df['ReadingTime_timestamp'].iloc[0]
time1
Timestamp('2017-08-21 10:00:00')
Filter the dataframe for rows that occured in the same hour. Print the row-count of the result
timefiltered_weather = filter_by_datetime(merged_weather_df, 'ReadingTime_timestamp', time1, delta_hours=1)
len(timefiltered_weather.index)
408
Compare to the unfiltered record counts.
len(merged_weather_df.index)
40985
clean_multi_traffic_df.dtypes
AverageTime int64 CurrentTime int64 Description object Distance float64 EndPoint.Description object EndPoint.Direction object EndPoint.Latitude float64 EndPoint.Longitude float64 EndPoint.MilePost float64 EndPoint.RoadName object Name object StartPoint.Description object StartPoint.Direction object StartPoint.Latitude float64 StartPoint.Longitude float64 StartPoint.MilePost float64 StartPoint.RoadName object TimeUpdated object TravelTimeID int64 TimeUpdated_timestamp datetime64[ns] dtype: object
merged_weather_df.dtypes
StationName object Latitude float64 Longitude float64 ReadingTime_timestamp datetime64[ns] BarometricPressure float64 RelativeHumidity float64 TemperatureInFahrenheit float64 WindDirection float64 WindSpeedInMPH float64 Visibility object dtype: object
clean_wsdot_traffic_df.dtypes
AverageTime int64 CurrentTime int64 Description object Distance float64 EndPoint.Description object EndPoint.Direction object EndPoint.Latitude float64 EndPoint.Longitude float64 EndPoint.MilePost float64 EndPoint.RoadName object Name object StartPoint.Description object StartPoint.Direction object StartPoint.Latitude float64 StartPoint.Longitude float64 StartPoint.MilePost float64 StartPoint.RoadName object TimeUpdated object TravelTimeID int64 TimeUpdated_timestamp datetime64[ns] dtype: object
found_records = 0
# Iterate over the traffic rows
for index, row in clean_wsdot_traffic_df.iterrows():
# gather some variables
rowLat = row['StartPoint.Latitude']
rowLon = row['StartPoint.Longitude']
rowDateTime = row['TimeUpdated_timestamp']
# find nearby weather readings
nearby_weather = filter_by_bbox(merged_weather_df, 'Latitude', 'Longitude', rowLat, rowLon, 0.2)
# of the neraby readings, find thos which happened within 4 hours of the traffic data
near_and_sametime_weather = filter_by_datetime(nearby_weather, 'ReadingTime_timestamp', rowDateTime, delta_minutes=15)
records_found = len(near_and_sametime_weather.index)
if (records_found > 0):
print (records_found)
found_records = found_records + 1
print ("-------")
print (len(clean_wsdot_traffic_df.index))
print (found_records)
# Dial in the timebox
# 0.2 deg; 4 hours 135 of 180, 30's 10's, 20's
# 0.2 deg; 1 hours 135 of 180, 4's 8's, 12's
# 0.2 deg; 30 min 135 of 180, 4's 8's, 12's
# 0.2 deg; 5 min 124 of 180, 2's and 3's
# 0.2 deg; 10 min 134 of 180, 2's and 3's
# 0.2 deg; 15 min 135 of 180, 2's and 5's
# 2's ad 5's pretty good; no need to dial in further on spatial sid.
6 4 4 4 4 2 2 4 6 4 6 5 5 5 5 5 5 4 4 4 5 4 5 4 7 4 7 7 6 4 6 4 6 4 4 8 8 6 6 5 4 5 4 7 7 6 6 4 8 8 8 8 4 4 6 5 5 6 6 2 4 2 4 8 4 8 4 8 4 8 4 4 4 4 4 4 4 4 4 4 4 8 8 3 3 1 2 1 1 3 5 1 4 4 4 4 4 6 7 4 4 6 6 4 3 6 6 4 4 4 8 8 6 5 5 4 4 5 2 2 1 5 4 5 5 5 5 1 1 5 5 5 4 4 4 ------- 180 135
first_time = True
processed_rows = 0
processed_thousands = 0
# Iterate over the traffic rows from a single wsdot json file.
for index, traffic_onefile_row in clean_wsdot_traffic_df.iterrows():
# Each row has a unigue location
# Select rows from multi-file traffic, based on TravelTimeID
theTravelTimeID = traffic_onefile_row['TravelTimeID']
filtered_traffic_byTravelTimeID_df = clean_multi_traffic_df.loc[
clean_multi_traffic_df['TravelTimeID'] == theTravelTimeID]
# Now we have filtered_traffic_byTravelTimeID_df,
# a bunch of traffic rows, all same location but different datetime
# Filter the weather data by spatial bbox, based on the traffic data
rowLat = traffic_onefile_row['StartPoint.Latitude']
rowLon = traffic_onefile_row['StartPoint.Longitude']
bbox_halfsize_degrees = 0.2
nearby_weather_df = filter_by_bbox(merged_weather_df, 'Latitude', 'Longitude',
rowLat, rowLon, bbox_halfsize_degrees)
# print(nearby_weather_df)
# Now we have nearby_weather_df, a collection of weather records, both form WSDOT and Yahoo,
# in roughly the same location as the current traffic row.
# fastest way to get a record count
# source: https://stackoverflow.com/questions/15943769/how-do-i-get-the-row-count-of-a-pandas-dataframe
records_found = nearby_weather_df.shape[0]
if (records_found > 0):
# Now you have a bunch of weather records and traffic records in the same location, but both
# vary by time
# iterate over the selected traffic records
for i2, filtered_traffic_row in filtered_traffic_byTravelTimeID_df.iterrows():
# Find weather records in the same timeframe
rowDateTime = filtered_traffic_row['TimeUpdated_timestamp']
# Of the nearby readings, find those which happened within 15 minutes of the traffic data
near_and_sametime_weather_df = filter_by_datetime(nearby_weather_df,
'ReadingTime_timestamp',
rowDateTime, delta_minutes=15)
# Now we have near_and_sametime_weather_df, a set of weather data which aligns to the
# same space and time as the crrent traffic row
# fastest way to get a record count
# source: https://stackoverflow.com/questions/15943769/how-do-i-get-the-row-count-of-a-pandas-dataframe
weather_records_found = near_and_sametime_weather_df.shape[0]
# If we found any records, grab the first one and make a new dataframe
if (weather_records_found > 0):
weather_1row_df = near_and_sametime_weather_df.iloc[[0]].reset_index(drop=True)
traffic_1row_df = pd.DataFrame([filtered_traffic_row]).reset_index(drop=True)
if (first_time):
first_time = False
# source: https://pandas.pydata.org/pandas-docs/stable/merging.html
merged_traffic_weather_df = pd.concat([traffic_1row_df, weather_1row_df],
axis=1, join_axes=[traffic_1row_df.index])
else:
new_merged_row_df = pd.concat([traffic_1row_df, weather_1row_df],
axis=1, join_axes=[traffic_1row_df.index])
merged_traffic_weather_df = merged_traffic_weather_df.append(new_merged_row_df)
processed_rows = processed_rows + 1
if (processed_rows == 1000):
processed_thousands = processed_thousands + 1
processed_rows = 0
print(processed_thousands)
merged_traffic_weather_df
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52
| AverageTime | CurrentTime | Description | Distance | EndPoint.Description | EndPoint.Direction | EndPoint.Latitude | EndPoint.Longitude | EndPoint.MilePost | EndPoint.RoadName | ... | StationName | Latitude | Longitude | ReadingTime_timestamp | BarometricPressure | RelativeHumidity | TemperatureInFahrenheit | WindDirection | WindSpeedInMPH | Visibility | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 43 | 46 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-15 00:00:30 | 1013.0 | 95.0 | 50.0 | 340.0 | 0.0 | None |
| 0 | 45 | 49 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-17 00:00:19 | 1020.0 | 79.0 | 60.0 | 155.0 | 0.0 | None |
| 0 | 27 | 27 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-20 15:30:17 | 1018.6 | 80.0 | 61.0 | 65.0 | 2.0 | None |
| 0 | 48 | 40 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-17 01:30:27 | 1020.7 | 79.0 | 61.0 | 155.0 | 1.0 | None |
| 0 | 53 | 50 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-16 11:00:23 | 1016.2 | 39.0 | 78.0 | 85.0 | 4.0 | None |
| 0 | 27 | 27 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-13 17:30:17 | 1015.5 | 70.0 | 59.0 | 165.0 | 1.0 | None |
| 0 | 28 | 27 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-16 17:30:16 | 1018.3 | 82.0 | 62.0 | 130.0 | 0.0 | None |
| 0 | 56 | 66 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-18 07:30:37 | 1019.3 | 47.0 | 78.0 | 245.0 | 4.0 | None |
| 0 | 28 | 27 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-20 18:00:24 | 1018.6 | 88.0 | 57.0 | 45.0 | 0.0 | None |
| 0 | 27 | 27 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-16 15:30:33 | 1017.6 | 81.0 | 64.0 | 130.0 | 1.0 | None |
| 0 | 28 | 28 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-14 04:00:22 | 1014.8 | 58.0 | 67.0 | 220.0 | 1.0 | None |
| 0 | 27 | 27 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-14 19:30:14 | 1012.3 | 92.0 | 51.0 | 340.0 | 0.0 | None |
| 0 | 50 | 46 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-17 00:30:16 | 1020.4 | 81.0 | 60.0 | 155.0 | 1.0 | None |
| 0 | 30 | 32 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-13 11:00:18 | 1014.8 | 61.0 | 66.0 | 85.0 | 4.0 | None |
| 0 | 35 | 34 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-18 01:00:24 | 1020.4 | 77.0 | 59.0 | 335.0 | 1.0 | None |
| 0 | 30 | 31 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-21 04:30:18 | 1018.3 | 60.0 | 71.0 | 10.0 | 1.0 | None |
| 0 | 28 | 27 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-13 19:30:16 | 1015.5 | 77.0 | 56.0 | 165.0 | 0.0 | None |
| 0 | 27 | 27 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-19 00:30:17 | 1021.4 | 77.0 | 58.0 | 180.0 | 0.0 | None |
| 0 | 32 | 34 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-18 12:30:24 | 1018.3 | 62.0 | 70.0 | 110.0 | 0.0 | None |
| 0 | 39 | 39 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-18 04:30:24 | 1020.0 | 54.0 | 72.0 | 260.0 | 3.0 | None |
| 0 | 27 | 27 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-15 17:01:20 | 1015.5 | 73.0 | 58.0 | 125.0 | 0.0 | None |
| 0 | 44 | 46 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-18 05:30:18 | 1019.7 | 49.0 | 75.0 | 300.0 | 1.0 | None |
| 0 | 27 | 27 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-14 14:00:15 | 1011.6 | 61.0 | 63.0 | 0.0 | 1.0 | None |
| 0 | 38 | 46 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-17 12:30:24 | 1019.0 | 57.0 | 71.0 | 85.0 | 6.0 | None |
| 0 | 30 | 27 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-14 22:00:25 | 1012.3 | 95.0 | 49.0 | 340.0 | 0.0 | None |
| 0 | 41 | 39 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-21 09:00:19 | 1015.5 | 34.0 | 83.0 | 110.0 | 5.0 | None |
| 0 | 37 | 36 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-13 23:30:16 | 1015.1 | 86.0 | 53.0 | 55.0 | 0.0 | None |
| 0 | 28 | 27 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-13 19:00:18 | 1015.5 | 79.0 | 55.0 | 165.0 | 0.0 | None |
| 0 | 27 | 27 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-13 14:00:16 | 1015.1 | 65.0 | 61.0 | 20.0 | 1.0 | None |
| 0 | 33 | 31 | Everett to Downtown Seattle using HOV lanes | 26.72 | I-5 @ University St in Seattle | S | 47.609294 | -122.331759 | 165.83 | I-5 | ... | SB I-405 N.E. 195th | 47.760633 | -122.184048 | 2017-08-16 12:30:19 | 1016.2 | 53.0 | 73.0 | 145.0 | 1.0 | None |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 0 | 13 | 13 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-20 13:30:33 | 1014.7 | 58.0 | 70.0 | 335.0 | 2.0 | None |
| 0 | 13 | 12 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-20 16:30:36 | 1015.7 | 70.0 | 65.0 | 345.0 | 1.0 | None |
| 0 | 28 | 30 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-17 09:17:15 | 1016.6 | 51.0 | 76.0 | 300.0 | 1.0 | None |
| 0 | 25 | 25 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-15 08:30:35 | 1010.4 | 36.0 | 76.0 | 300.0 | 4.0 | None |
| 0 | 14 | 13 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-13 11:30:42 | 1011.0 | 56.0 | 71.0 | 5.0 | 2.0 | None |
| 0 | 19 | 23 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-20 06:30:33 | 1015.8 | 44.0 | 73.0 | 265.0 | 2.0 | None |
| 0 | 13 | 12 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-16 20:00:42 | 1015.9 | 93.0 | 60.0 | 240.0 | 2.0 | None |
| 0 | 15 | 18 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-20 08:00:35 | 1015.1 | 46.0 | 74.0 | 300.0 | 2.0 | None |
| 0 | 20 | 18 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-16 04:46:42 | 1015.0 | 49.0 | 72.0 | 290.0 | 4.0 | None |
| 0 | 17 | 12 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-15 17:30:31 | 1012.4 | 67.0 | 61.0 | 50.0 | 0.0 | None |
| 0 | 20 | 23 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-19 09:00:49 | 1016.6 | 39.0 | 75.0 | 345.0 | 3.0 | None |
| 0 | 13 | 13 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-17 23:00:30 | 1017.2 | 94.0 | 56.0 | 150.0 | 1.0 | None |
| 0 | 13 | 12 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-14 18:30:41 | 1009.3 | 86.0 | 56.0 | 120.0 | 1.0 | None |
| 0 | 13 | 12 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-15 20:16:55 | 1013.5 | 77.0 | 57.0 | 120.0 | 1.0 | None |
| 0 | 27 | 24 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-17 11:00:38 | 1016.0 | 46.0 | 76.0 | 300.0 | 2.0 | None |
| 0 | 23 | 37 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-16 08:16:47 | 1014.1 | 37.0 | 80.0 | 210.0 | 1.0 | None |
| 0 | 24 | 26 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-14 11:00:36 | 1008.9 | 44.0 | 72.0 | 305.0 | 3.0 | None |
| 0 | 13 | 12 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-13 18:30:35 | 1012.6 | 61.0 | 62.0 | 310.0 | 1.0 | None |
| 0 | 25 | 22 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-14 08:00:35 | 1010.3 | 48.0 | 69.0 | 275.0 | 3.0 | None |
| 0 | 13 | 12 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-13 15:30:33 | 1012.6 | 64.0 | 63.0 | 330.0 | 1.0 | None |
| 0 | 14 | 13 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-17 23:30:37 | 1017.3 | 93.0 | 56.0 | 180.0 | 0.0 | None |
| 0 | 13 | 12 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-18 16:00:45 | 1016.1 | 70.0 | 67.0 | 270.0 | 3.0 | None |
| 0 | 16 | 17 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-15 16:30:37 | 1011.9 | 61.0 | 63.0 | 140.0 | 1.0 | None |
| 0 | 15 | 16 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-17 01:00:44 | 1017.9 | 95.0 | 61.0 | 195.0 | 1.0 | None |
| 0 | 24 | 36 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-16 08:46:49 | 1013.9 | 37.0 | 79.0 | 10.0 | 1.0 | None |
| 0 | 13 | 12 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-21 13:00:42 | 1010.9 | 45.0 | 76.0 | 320.0 | 1.0 | None |
| 0 | 21 | 27 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-17 04:00:42 | 1018.1 | 74.0 | 66.0 | 210.0 | 1.0 | None |
| 0 | 13 | 13 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-13 22:30:33 | 1012.5 | 82.0 | 56.0 | 185.0 | 2.0 | None |
| 0 | 21 | 20 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-16 06:16:54 | 1014.7 | 42.0 | 75.0 | 220.0 | 2.0 | None |
| 0 | 19 | 15 | SB I-5 Pierce King County Line To SR 512 | 12.06 | I-5 @ SR 512 in Lakewood | S | 47.161584 | -122.481133 | 127.35 | I-5 | ... | SR 18 @ C St, Auburn | 47.303516 | -122.232946 | 2017-08-15 04:30:34 | 1010.5 | 55.0 | 69.0 | 285.0 | 2.0 | None |
52975 rows × 30 columns
merged_traffic_weather_df.shape
(52975, 30)
merged_traffic_weather_df.dtypes
AverageTime int64 CurrentTime int64 Description object Distance float64 EndPoint.Description object EndPoint.Direction object EndPoint.Latitude float64 EndPoint.Longitude float64 EndPoint.MilePost float64 EndPoint.RoadName object Name object StartPoint.Description object StartPoint.Direction object StartPoint.Latitude float64 StartPoint.Longitude float64 StartPoint.MilePost float64 StartPoint.RoadName object TimeUpdated object TravelTimeID int64 TimeUpdated_timestamp datetime64[ns] StationName object Latitude float64 Longitude float64 ReadingTime_timestamp datetime64[ns] BarometricPressure float64 RelativeHumidity float64 TemperatureInFahrenheit float64 WindDirection float64 WindSpeedInMPH float64 Visibility object dtype: object
merged_traffic_weather_df.describe()
| AverageTime | CurrentTime | Distance | EndPoint.Latitude | EndPoint.Longitude | EndPoint.MilePost | StartPoint.Latitude | StartPoint.Longitude | StartPoint.MilePost | TravelTimeID | Latitude | Longitude | BarometricPressure | RelativeHumidity | TemperatureInFahrenheit | WindDirection | WindSpeedInMPH | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 52975.000000 | 52975.000000 | 52975.000000 | 52975.000000 | 52975.000000 | 52975.000000 | 52975.000000 | 52975.000000 | 52975.000000 | 52975.000000 | 52975.000000 | 52975.000000 | 45720.000000 | 50403.000000 | 50845.000000 | 52844.000000 | 52844.000000 |
| mean | 17.074563 | 17.193771 | 14.266900 | 47.539409 | -122.278633 | 100.559988 | 47.542048 | -122.271978 | 100.772483 | 124.229070 | 47.496421 | -122.255101 | 1007.520448 | 63.413309 | 66.010325 | 207.320263 | 3.146109 |
| std | 12.479495 | 12.720519 | 10.221312 | 0.241276 | 0.198895 | 72.298429 | 0.236383 | 0.198189 | 72.036815 | 120.398769 | 0.193569 | 0.206687 | 62.432078 | 17.089769 | 7.390346 | 128.307316 | 2.457561 |
| min | 0.000000 | 0.000000 | 0.000000 | 45.525600 | -122.891484 | 0.110000 | 45.580300 | -122.891484 | 0.110000 | 1.000000 | 45.569000 | -123.033100 | 29.900000 | 1.000000 | 46.000000 | 0.000000 | 0.000000 |
| 25% | 10.000000 | 10.000000 | 9.160000 | 47.334789 | -122.331759 | 13.600000 | 47.334789 | -122.331759 | 13.600000 | 34.000000 | 47.474800 | -122.270400 | 1009.900000 | 51.000000 | 61.000000 | 85.000000 | 1.000000 |
| 50% | 14.000000 | 14.000000 | 13.220000 | 47.609294 | -122.269470 | 132.910000 | 47.609294 | -122.269470 | 136.740000 | 77.000000 | 47.474800 | -122.270400 | 1013.700000 | 63.000000 | 66.000000 | 245.000000 | 3.000000 |
| 75% | 22.000000 | 22.000000 | 17.220000 | 47.613800 | -122.188920 | 165.830000 | 47.613800 | -122.188920 | 165.830000 | 266.000000 | 47.509000 | -122.232946 | 1015.400000 | 77.000000 | 72.000000 | 325.000000 | 4.000000 |
| max | 78.000000 | 136.000000 | 78.560000 | 48.152323 | -120.599140 | 302.170000 | 48.152323 | -120.540695 | 205.870000 | 403.000000 | 48.204200 | -120.427000 | 1022.700000 | 100.000000 | 86.000000 | 360.000000 | 23.000000 |
merged_traffic_weather_df[['AverageTime',
'CurrentTime',
'BarometricPressure',
'RelativeHumidity',
'TemperatureInFahrenheit',
'WindDirection',
'WindSpeedInMPH'
]].describe()
| AverageTime | CurrentTime | BarometricPressure | RelativeHumidity | TemperatureInFahrenheit | WindDirection | WindSpeedInMPH | |
|---|---|---|---|---|---|---|---|
| count | 52975.000000 | 52975.000000 | 45720.000000 | 50403.000000 | 50845.000000 | 52844.000000 | 52844.000000 |
| mean | 17.074563 | 17.193771 | 1007.520448 | 63.413309 | 66.010325 | 207.320263 | 3.146109 |
| std | 12.479495 | 12.720519 | 62.432078 | 17.089769 | 7.390346 | 128.307316 | 2.457561 |
| min | 0.000000 | 0.000000 | 29.900000 | 1.000000 | 46.000000 | 0.000000 | 0.000000 |
| 25% | 10.000000 | 10.000000 | 1009.900000 | 51.000000 | 61.000000 | 85.000000 | 1.000000 |
| 50% | 14.000000 | 14.000000 | 1013.700000 | 63.000000 | 66.000000 | 245.000000 | 3.000000 |
| 75% | 22.000000 | 22.000000 | 1015.400000 | 77.000000 | 72.000000 | 325.000000 | 4.000000 |
| max | 78.000000 | 136.000000 | 1022.700000 | 100.000000 | 86.000000 | 360.000000 | 23.000000 |
import numpy as np
chosen_idx = np.random.choice(52975, replace=False, size=2500)
# chosen_idx = np.random.choice(2752, replace=False, size=2752)
mini_df = merged_traffic_weather_df.iloc[chosen_idx]
mini_df2 = mini_df[['StationName',
'AverageTime',
'CurrentTime',
'Distance',
'EndPoint.Latitude',
'EndPoint.Longitude',
'EndPoint.MilePost',
'StartPoint.Latitude',
'StartPoint.Longitude',
'StartPoint.MilePost',
'Latitude',
'Longitude',
'BarometricPressure',
'RelativeHumidity',
'TemperatureInFahrenheit',
'WindDirection',
'WindSpeedInMPH'
]]
mini_df2.describe()
| AverageTime | CurrentTime | Distance | EndPoint.Latitude | EndPoint.Longitude | EndPoint.MilePost | StartPoint.Latitude | StartPoint.Longitude | StartPoint.MilePost | Latitude | Longitude | BarometricPressure | RelativeHumidity | TemperatureInFahrenheit | WindDirection | WindSpeedInMPH | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 2500.000000 | 2500.000000 | 2500.000000 | 2500.000000 | 2500.000000 | 2500.000000 | 2500.000000 | 2500.000000 | 2500.000000 | 2500.000000 | 2500.000000 | 2137.000000 | 2376.000000 | 2392.000000 | 2493.000000 | 2493.000000 |
| mean | 16.861200 | 16.941600 | 14.074484 | 47.533409 | -122.283789 | 102.438048 | 47.534675 | -122.276745 | 100.934328 | 47.487892 | -122.259833 | 1008.085868 | 63.333333 | 66.019231 | 211.973927 | 3.198556 |
| std | 12.219954 | 12.439489 | 10.012230 | 0.247152 | 0.204675 | 71.701670 | 0.239431 | 0.192168 | 71.868052 | 0.195410 | 0.200969 | 57.055443 | 17.083769 | 7.453217 | 127.524541 | 2.492421 |
| min | 0.000000 | 0.000000 | 0.000000 | 45.525600 | -122.891484 | 0.110000 | 45.580300 | -122.891484 | 0.110000 | 45.569000 | -123.033100 | 30.000000 | 1.000000 | 46.000000 | 0.000000 | 0.000000 |
| 25% | 9.000000 | 9.000000 | 9.100000 | 47.334789 | -122.331759 | 13.600000 | 47.334789 | -122.331759 | 13.600000 | 47.474800 | -122.270400 | 1009.900000 | 51.000000 | 61.000000 | 95.000000 | 1.000000 |
| 50% | 15.000000 | 14.000000 | 13.100000 | 47.609294 | -122.279109 | 134.090000 | 47.609294 | -122.285137 | 136.740000 | 47.474800 | -122.270400 | 1013.600000 | 63.000000 | 66.000000 | 260.000000 | 3.000000 |
| 75% | 22.000000 | 22.000000 | 16.200000 | 47.613800 | -122.188920 | 165.830000 | 47.613800 | -122.188920 | 165.830000 | 47.474800 | -122.232946 | 1015.300000 | 77.000000 | 72.000000 | 325.000000 | 4.000000 |
| max | 78.000000 | 84.000000 | 78.560000 | 48.152323 | -120.599140 | 302.170000 | 48.152323 | -120.540695 | 205.870000 | 47.980300 | -120.427000 | 1021.400000 | 99.000000 | 83.000000 | 360.000000 | 18.000000 |
mini_df3 = mini_df2.dropna(how='any')
mini_df3.describe()
| AverageTime | CurrentTime | Distance | EndPoint.Latitude | EndPoint.Longitude | EndPoint.MilePost | StartPoint.Latitude | StartPoint.Longitude | StartPoint.MilePost | Latitude | Longitude | BarometricPressure | RelativeHumidity | TemperatureInFahrenheit | WindDirection | WindSpeedInMPH | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 2103.000000 | 2103.000000 | 2103.000000 | 2103.000000 | 2103.000000 | 2103.000000 | 2103.000000 | 2103.000000 | 2103.000000 | 2103.000000 | 2103.000000 | 2103.000000 | 2103.000000 | 2103.000000 | 2103.000000 | 2103.000000 |
| mean | 17.082263 | 17.067523 | 14.204413 | 47.569343 | -122.257030 | 103.584917 | 47.575650 | -122.252984 | 100.877190 | 47.524708 | -122.229324 | 1008.126201 | 63.351878 | 65.878269 | 214.429862 | 3.151688 |
| std | 11.562365 | 11.790238 | 9.127310 | 0.210759 | 0.183833 | 73.108741 | 0.195073 | 0.096919 | 74.025876 | 0.144867 | 0.086008 | 57.513549 | 17.006094 | 7.455955 | 128.223994 | 2.486176 |
| min | 0.000000 | 0.000000 | 0.000000 | 47.011288 | -122.759508 | 0.110000 | 47.229950 | -122.442040 | 0.110000 | 47.303516 | -122.324000 | 30.000000 | 1.000000 | 46.000000 | 0.000000 | 0.000000 |
| 25% | 10.000000 | 10.000000 | 9.480000 | 47.463303 | -122.331759 | 13.600000 | 47.458000 | -122.331759 | 13.600000 | 47.474800 | -122.270400 | 1010.000000 | 51.000000 | 60.500000 | 92.500000 | 1.000000 |
| 50% | 15.000000 | 15.000000 | 13.330000 | 47.609294 | -122.265700 | 143.640000 | 47.609294 | -122.265480 | 139.410000 | 47.474800 | -122.270400 | 1013.700000 | 63.000000 | 65.000000 | 275.000000 | 3.000000 |
| 75% | 22.000000 | 22.000000 | 17.220000 | 47.613800 | -122.188920 | 165.830000 | 47.613800 | -122.188920 | 165.830000 | 47.509000 | -122.184048 | 1015.300000 | 77.000000 | 72.000000 | 330.000000 | 4.000000 |
| max | 78.000000 | 84.000000 | 74.900000 | 48.152323 | -120.599140 | 205.870000 | 48.152323 | -121.751422 | 205.870000 | 47.980300 | -121.885000 | 1021.400000 | 98.000000 | 83.000000 | 355.000000 | 11.000000 |
import seaborn as sns
sns.set(style="ticks")
sns.pairplot(mini_df2, hue="StationName")
/home/vagrant/anaconda3/envs/geopandas_pip_altiair/lib/python3.5/site-packages/numpy/lib/function_base.py:748: RuntimeWarning: invalid value encountered in greater_equal keep = (tmp_a >= mn) /home/vagrant/anaconda3/envs/geopandas_pip_altiair/lib/python3.5/site-packages/numpy/lib/function_base.py:749: RuntimeWarning: invalid value encountered in less_equal keep &= (tmp_a <= mx)
<seaborn.axisgrid.PairGrid at 0x7f535cd30198>
# something interesting in the last 5x5 columns
mini_df4 = mini_df[['StationName',
'AverageTime',
'CurrentTime',
'BarometricPressure',
'RelativeHumidity',
'TemperatureInFahrenheit',
'WindDirection',
'WindSpeedInMPH'
]]
sns.pairplot(mini_df4, hue="StationName")
/home/vagrant/anaconda3/envs/geopandas_pip_altiair/lib/python3.5/site-packages/numpy/lib/function_base.py:748: RuntimeWarning: invalid value encountered in greater_equal keep = (tmp_a >= mn) /home/vagrant/anaconda3/envs/geopandas_pip_altiair/lib/python3.5/site-packages/numpy/lib/function_base.py:749: RuntimeWarning: invalid value encountered in less_equal keep &= (tmp_a <= mx)
<seaborn.axisgrid.PairGrid at 0x7f5340421f60>